Individual Project
Alexis
2023-09-30
#Importing the data
hr <- read.csv("HR Employee Attrition.csv")#Descriptive Analysis
summary(hr)## Age Attrition BusinessTravel DailyRate
## Min. :18.00 Length:1470 Length:1470 Min. : 102.0
## 1st Qu.:30.00 Class :character Class :character 1st Qu.: 465.0
## Median :36.00 Mode :character Mode :character Median : 802.0
## Mean :36.92 Mean : 802.5
## 3rd Qu.:43.00 3rd Qu.:1157.0
## Max. :60.00 Max. :1499.0
## Department DistanceFromHome Education EducationField
## Length:1470 Min. : 1.000 Min. :1.000 Length:1470
## Class :character 1st Qu.: 2.000 1st Qu.:2.000 Class :character
## Mode :character Median : 7.000 Median :3.000 Mode :character
## Mean : 9.193 Mean :2.913
## 3rd Qu.:14.000 3rd Qu.:4.000
## Max. :29.000 Max. :5.000
## EmployeeCount EmployeeNumber EnvironmentSatisfaction Gender
## Min. :1 Min. : 1.0 Min. :1.000 Length:1470
## 1st Qu.:1 1st Qu.: 491.2 1st Qu.:2.000 Class :character
## Median :1 Median :1020.5 Median :3.000 Mode :character
## Mean :1 Mean :1024.9 Mean :2.722
## 3rd Qu.:1 3rd Qu.:1555.8 3rd Qu.:4.000
## Max. :1 Max. :2068.0 Max. :4.000
## HourlyRate JobInvolvement JobLevel JobRole
## Min. : 30.00 Min. :1.00 Min. :1.000 Length:1470
## 1st Qu.: 48.00 1st Qu.:2.00 1st Qu.:1.000 Class :character
## Median : 66.00 Median :3.00 Median :2.000 Mode :character
## Mean : 65.89 Mean :2.73 Mean :2.064
## 3rd Qu.: 83.75 3rd Qu.:3.00 3rd Qu.:3.000
## Max. :100.00 Max. :4.00 Max. :5.000
## JobSatisfaction MaritalStatus MonthlyIncome MonthlyRate
## Min. :1.000 Length:1470 Min. : 1009 Min. : 2094
## 1st Qu.:2.000 Class :character 1st Qu.: 2911 1st Qu.: 8047
## Median :3.000 Mode :character Median : 4919 Median :14236
## Mean :2.729 Mean : 6503 Mean :14313
## 3rd Qu.:4.000 3rd Qu.: 8379 3rd Qu.:20462
## Max. :4.000 Max. :19999 Max. :26999
## NumCompaniesWorked Over18 OverTime PercentSalaryHike
## Min. :0.000 Length:1470 Length:1470 Min. :11.00
## 1st Qu.:1.000 Class :character Class :character 1st Qu.:12.00
## Median :2.000 Mode :character Mode :character Median :14.00
## Mean :2.693 Mean :15.21
## 3rd Qu.:4.000 3rd Qu.:18.00
## Max. :9.000 Max. :25.00
## PerformanceRating RelationshipSatisfaction StandardHours StockOptionLevel
## Min. :3.000 Min. :1.000 Min. :80 Min. :0.0000
## 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:80 1st Qu.:0.0000
## Median :3.000 Median :3.000 Median :80 Median :1.0000
## Mean :3.154 Mean :2.712 Mean :80 Mean :0.7939
## 3rd Qu.:3.000 3rd Qu.:4.000 3rd Qu.:80 3rd Qu.:1.0000
## Max. :4.000 Max. :4.000 Max. :80 Max. :3.0000
## TotalWorkingYears TrainingTimesLastYear WorkLifeBalance YearsAtCompany
## Min. : 0.00 Min. :0.000 Min. :1.000 Min. : 0.000
## 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.:2.000 1st Qu.: 3.000
## Median :10.00 Median :3.000 Median :3.000 Median : 5.000
## Mean :11.28 Mean :2.799 Mean :2.761 Mean : 7.008
## 3rd Qu.:15.00 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.: 9.000
## Max. :40.00 Max. :6.000 Max. :4.000 Max. :40.000
## YearsInCurrentRole YearsSinceLastPromotion YearsWithCurrManager
## Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 2.000 1st Qu.: 0.000 1st Qu.: 2.000
## Median : 3.000 Median : 1.000 Median : 3.000
## Mean : 4.229 Mean : 2.188 Mean : 4.123
## 3rd Qu.: 7.000 3rd Qu.: 3.000 3rd Qu.: 7.000
## Max. :18.000 Max. :15.000 Max. :17.000#Filtering the data
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union'20 and up' <- filter(hr, Age >= 20)
print(`20 and up`)## Age Attrition BusinessTravel DailyRate Department
## 1 41 Yes Travel_Rarely 1102 Sales
## 2 49 No Travel_Frequently 279 Research & Development
## 3 37 Yes Travel_Rarely 1373 Research & Development
## 4 33 No Travel_Frequently 1392 Research & Development
## 5 27 No Travel_Rarely 591 Research & Development
## 6 32 No Travel_Frequently 1005 Research & Development
## 7 59 No Travel_Rarely 1324 Research & Development
## 8 30 No Travel_Rarely 1358 Research & Development
## 9 38 No Travel_Frequently 216 Research & Development
## 10 36 No Travel_Rarely 1299 Research & Development
## 11 35 No Travel_Rarely 809 Research & Development
## 12 29 No Travel_Rarely 153 Research & Development
## 13 31 No Travel_Rarely 670 Research & Development
## 14 34 No Travel_Rarely 1346 Research & Development
## 15 28 Yes Travel_Rarely 103 Research & Development
## 16 29 No Travel_Rarely 1389 Research & Development
## 17 32 No Travel_Rarely 334 Research & Development
## 18 22 No Non-Travel 1123 Research & Development
## 19 53 No Travel_Rarely 1219 Sales
## 20 38 No Travel_Rarely 371 Research & Development
## 21 24 No Non-Travel 673 Research & Development
## 22 36 Yes Travel_Rarely 1218 Sales
## 23 34 No Travel_Rarely 419 Research & Development
## 24 21 No Travel_Rarely 391 Research & Development
## 25 34 Yes Travel_Rarely 699 Research & Development
## 26 53 No Travel_Rarely 1282 Research & Development
## 27 32 Yes Travel_Frequently 1125 Research & Development
## 28 42 No Travel_Rarely 691 Sales
## 29 44 No Travel_Rarely 477 Research & Development
## 30 46 No Travel_Rarely 705 Sales
## 31 33 No Travel_Rarely 924 Research & Development
## 32 44 No Travel_Rarely 1459 Research & Development
## 33 30 No Travel_Rarely 125 Research & Development
## 34 39 Yes Travel_Rarely 895 Sales
## 35 24 Yes Travel_Rarely 813 Research & Development
## 36 43 No Travel_Rarely 1273 Research & Development
## 37 50 Yes Travel_Rarely 869 Sales
## 38 35 No Travel_Rarely 890 Sales
## 39 36 No Travel_Rarely 852 Research & Development
## 40 33 No Travel_Frequently 1141 Sales
## 41 35 No Travel_Rarely 464 Research & Development
## 42 27 No Travel_Rarely 1240 Research & Development
## 43 26 Yes Travel_Rarely 1357 Research & Development
## 44 27 No Travel_Frequently 994 Sales
## 45 30 No Travel_Frequently 721 Research & Development
## 46 41 Yes Travel_Rarely 1360 Research & Development
## 47 34 No Non-Travel 1065 Sales
## 48 37 No Travel_Rarely 408 Research & Development
## 49 46 No Travel_Frequently 1211 Sales
## 50 35 No Travel_Rarely 1229 Research & Development
## 51 48 Yes Travel_Rarely 626 Research & Development
## 52 28 Yes Travel_Rarely 1434 Research & Development
## 53 44 No Travel_Rarely 1488 Sales
## 54 35 No Non-Travel 1097 Research & Development
## 55 26 No Travel_Rarely 1443 Sales
## 56 33 No Travel_Frequently 515 Research & Development
## 57 35 No Travel_Frequently 853 Sales
## 58 35 No Travel_Rarely 1142 Research & Development
## 59 31 No Travel_Rarely 655 Research & Development
## 60 37 No Travel_Rarely 1115 Research & Development
## 61 32 No Travel_Rarely 427 Research & Development
## 62 38 No Travel_Frequently 653 Research & Development
## 63 50 No Travel_Rarely 989 Research & Development
## 64 59 No Travel_Rarely 1435 Sales
## 65 36 No Travel_Rarely 1223 Research & Development
## 66 55 No Travel_Rarely 836 Research & Development
## 67 36 No Travel_Frequently 1195 Research & Development
## 68 45 No Travel_Rarely 1339 Research & Development
## 69 35 No Travel_Frequently 664 Research & Development
## 70 36 Yes Travel_Rarely 318 Research & Development
## 71 59 No Travel_Frequently 1225 Sales
## 72 29 No Travel_Rarely 1328 Research & Development
## 73 31 No Travel_Rarely 1082 Research & Development
## 74 32 No Travel_Rarely 548 Research & Development
## 75 36 No Travel_Rarely 132 Research & Development
## 76 31 No Travel_Rarely 746 Research & Development
## 77 35 No Travel_Rarely 776 Sales
## 78 45 No Travel_Rarely 193 Research & Development
## 79 37 No Travel_Rarely 397 Research & Development
## 80 46 No Travel_Rarely 945 Human Resources
## 81 30 No Travel_Rarely 852 Research & Development
## 82 35 No Travel_Rarely 1214 Research & Development
## 83 55 No Travel_Rarely 111 Sales
## 84 38 No Non-Travel 573 Research & Development
## 85 34 No Travel_Rarely 1153 Research & Development
## 86 56 No Travel_Rarely 1400 Research & Development
## 87 23 No Travel_Rarely 541 Sales
## 88 51 No Travel_Rarely 432 Research & Development
## 89 30 No Travel_Rarely 288 Research & Development
## 90 46 Yes Travel_Rarely 669 Sales
## 91 40 No Travel_Frequently 530 Research & Development
## 92 51 No Travel_Rarely 632 Sales
## 93 30 No Travel_Rarely 1334 Sales
## 94 46 No Travel_Frequently 638 Research & Development
## 95 32 No Travel_Rarely 1093 Sales
## 96 54 No Travel_Rarely 1217 Research & Development
## 97 24 No Travel_Rarely 1353 Sales
## 98 28 No Non-Travel 120 Sales
## 99 58 No Travel_Rarely 682 Sales
## 100 44 No Non-Travel 489 Research & Development
## 101 37 Yes Travel_Rarely 807 Human Resources
## 102 32 No Travel_Rarely 827 Research & Development
## 103 20 Yes Travel_Frequently 871 Research & Development
## 104 34 No Travel_Rarely 665 Research & Development
## 105 37 No Non-Travel 1040 Research & Development
## 106 59 No Non-Travel 1420 Human Resources
## 107 50 No Travel_Frequently 1115 Research & Development
## 108 25 Yes Travel_Rarely 240 Sales
## 109 25 No Travel_Rarely 1280 Research & Development
## 110 22 No Travel_Rarely 534 Research & Development
## 111 51 No Travel_Frequently 1456 Research & Development
## 112 34 Yes Travel_Frequently 658 Research & Development
## 113 54 No Non-Travel 142 Human Resources
## 114 24 No Travel_Rarely 1127 Research & Development
## 115 34 No Travel_Rarely 1031 Research & Development
## 116 37 No Travel_Rarely 1189 Sales
## 117 34 No Travel_Rarely 1354 Research & Development
## 118 36 No Travel_Frequently 1467 Sales
## 119 36 No Travel_Rarely 922 Research & Development
## 120 43 No Travel_Frequently 394 Sales
## 121 30 No Travel_Frequently 1312 Research & Development
## 122 33 No Non-Travel 750 Sales
## 123 56 Yes Travel_Rarely 441 Research & Development
## 124 51 No Travel_Rarely 684 Research & Development
## 125 31 Yes Travel_Rarely 249 Sales
## 126 26 No Travel_Rarely 841 Research & Development
## 127 58 Yes Travel_Rarely 147 Research & Development
## 128 22 No Travel_Rarely 594 Research & Development
## 129 49 No Travel_Rarely 470 Research & Development
## 130 43 No Travel_Frequently 957 Research & Development
## 131 50 No Travel_Frequently 809 Sales
## 132 31 Yes Travel_Rarely 542 Sales
## 133 41 No Travel_Rarely 802 Sales
## 134 26 No Travel_Rarely 1355 Human Resources
## 135 36 No Travel_Rarely 216 Research & Development
## 136 51 Yes Travel_Frequently 1150 Research & Development
## 137 39 No Travel_Rarely 1329 Sales
## 138 25 No Travel_Rarely 959 Sales
## 139 30 No Travel_Rarely 1240 Human Resources
## 140 32 Yes Travel_Rarely 1033 Research & Development
## 141 45 No Travel_Rarely 1316 Research & Development
## 142 38 No Travel_Rarely 364 Research & Development
## 143 30 No Travel_Rarely 438 Research & Development
## 144 32 No Travel_Frequently 689 Sales
## 145 30 No Travel_Rarely 201 Research & Development
## 146 30 No Travel_Rarely 1427 Research & Development
## 147 41 No Travel_Frequently 857 Research & Development
## 148 41 No Travel_Rarely 933 Research & Development
## 149 40 No Travel_Frequently 1395 Research & Development
## 150 35 No Travel_Rarely 662 Sales
## 151 53 No Travel_Rarely 1436 Sales
## 152 45 No Travel_Rarely 194 Research & Development
## 153 32 No Travel_Frequently 967 Sales
## 154 29 No Non-Travel 1496 Research & Development
## 155 51 No Travel_Rarely 1169 Research & Development
## 156 58 No Travel_Rarely 1145 Research & Development
## 157 40 No Travel_Rarely 630 Sales
## 158 34 No Travel_Frequently 303 Sales
## 159 22 No Travel_Rarely 1256 Research & Development
## 160 27 No Non-Travel 691 Research & Development
## 161 28 No Travel_Rarely 440 Research & Development
## 162 57 No Travel_Rarely 334 Research & Development
## 163 27 No Non-Travel 1450 Research & Development
## 164 50 No Travel_Rarely 1452 Research & Development
## 165 41 No Travel_Rarely 465 Research & Development
## 166 30 No Travel_Rarely 1339 Sales
## 167 38 No Travel_Rarely 702 Sales
## 168 32 No Travel_Rarely 120 Research & Development
## 169 27 No Travel_Rarely 1157 Research & Development
## 170 36 No Travel_Frequently 1480 Research & Development
## 171 30 No Non-Travel 111 Research & Development
## 172 45 No Travel_Rarely 1268 Sales
## 173 56 No Travel_Rarely 713 Research & Development
## 174 33 No Travel_Rarely 134 Research & Development
## 175 46 No Travel_Rarely 526 Sales
## 176 38 No Travel_Rarely 1380 Research & Development
## 177 31 No Travel_Rarely 140 Research & Development
## 178 34 No Travel_Rarely 629 Research & Development
## 179 41 Yes Travel_Rarely 1356 Sales
## 180 50 No Travel_Rarely 328 Research & Development
## 181 53 No Travel_Rarely 1084 Research & Development
## 182 33 No Travel_Rarely 931 Research & Development
## 183 40 No Travel_Rarely 989 Research & Development
## 184 55 No Travel_Rarely 692 Research & Development
## 185 34 No Travel_Frequently 1069 Research & Development
## 186 51 No Travel_Rarely 313 Research & Development
## 187 52 No Travel_Rarely 699 Research & Development
## 188 27 No Travel_Rarely 894 Research & Development
## 189 35 Yes Travel_Rarely 556 Research & Development
## 190 43 No Non-Travel 1344 Research & Development
## 191 45 No Non-Travel 1195 Research & Development
## 192 37 No Travel_Rarely 290 Research & Development
## 193 35 No Travel_Frequently 138 Research & Development
## 194 42 No Non-Travel 926 Research & Development
## 195 38 No Travel_Rarely 1261 Research & Development
## 196 38 No Travel_Rarely 1084 Research & Development
## 197 27 No Travel_Frequently 472 Research & Development
## 198 49 No Non-Travel 1002 Research & Development
## 199 34 No Travel_Frequently 878 Research & Development
## 200 40 No Travel_Rarely 905 Research & Development
## 201 38 Yes Travel_Rarely 1180 Research & Development
## 202 29 Yes Travel_Rarely 121 Sales
## 203 22 No Travel_Rarely 1136 Research & Development
## 204 36 No Travel_Frequently 635 Research & Development
## 205 40 No Non-Travel 1151 Research & Development
## 206 46 No Travel_Rarely 644 Research & Development
## 207 32 Yes Travel_Rarely 1045 Sales
## 208 30 No Non-Travel 829 Research & Development
## 209 27 No Travel_Frequently 1242 Sales
## 210 51 No Travel_Rarely 1469 Research & Development
## 211 30 Yes Travel_Rarely 1005 Research & Development
## 212 41 No Travel_Rarely 896 Sales
## 213 30 Yes Travel_Frequently 334 Sales
## 214 29 Yes Travel_Rarely 992 Research & Development
## 215 45 No Non-Travel 1052 Sales
## 216 54 No Travel_Rarely 1147 Sales
## 217 36 No Travel_Rarely 1396 Research & Development
## 218 33 No Travel_Rarely 147 Research & Development
## 219 37 No Travel_Frequently 663 Research & Development
## 220 38 No Travel_Rarely 119 Sales
## 221 31 No Non-Travel 979 Research & Development
## 222 59 No Travel_Rarely 142 Research & Development
## 223 37 No Travel_Frequently 319 Sales
## 224 29 No Travel_Frequently 1413 Sales
## 225 35 No Travel_Frequently 944 Sales
## 226 29 Yes Travel_Rarely 896 Research & Development
## 227 52 No Travel_Rarely 1323 Research & Development
## 228 42 No Travel_Rarely 532 Research & Development
## 229 59 No Travel_Rarely 818 Human Resources
## 230 50 No Travel_Rarely 854 Sales
## 231 33 Yes Travel_Rarely 813 Research & Development
## 232 43 No Travel_Rarely 1034 Sales
## 233 33 Yes Travel_Rarely 465 Research & Development
## 234 52 No Non-Travel 771 Sales
## 235 32 No Travel_Rarely 1401 Sales
## 236 32 Yes Travel_Rarely 515 Research & Development
## 237 39 No Travel_Rarely 1431 Research & Development
## 238 32 No Non-Travel 976 Sales
## 239 41 No Travel_Rarely 1411 Research & Development
## 240 40 No Travel_Rarely 1300 Research & Development
## 241 45 No Travel_Rarely 252 Research & Development
## 242 31 No Travel_Frequently 1327 Research & Development
## 243 33 No Travel_Rarely 832 Research & Development
## 244 34 No Travel_Rarely 470 Research & Development
## 245 37 No Travel_Rarely 1017 Research & Development
## 246 45 No Travel_Frequently 1199 Research & Development
## 247 37 Yes Travel_Frequently 504 Research & Development
## 248 39 No Travel_Frequently 505 Research & Development
## 249 29 No Travel_Rarely 665 Research & Development
## 250 42 No Travel_Rarely 916 Research & Development
## 251 29 No Travel_Rarely 1247 Sales
## 252 25 No Travel_Rarely 685 Research & Development
## 253 42 No Travel_Rarely 269 Research & Development
## 254 40 No Travel_Rarely 1416 Research & Development
## 255 51 No Travel_Rarely 833 Research & Development
## 256 31 Yes Travel_Frequently 307 Research & Development
## 257 32 No Travel_Frequently 1311 Research & Development
## 258 38 No Non-Travel 1327 Sales
## 259 32 No Travel_Rarely 128 Research & Development
## 260 46 No Travel_Rarely 488 Sales
## 261 28 Yes Travel_Rarely 529 Research & Development
## 262 29 No Travel_Rarely 1210 Sales
## 263 31 No Travel_Rarely 1463 Research & Development
## 264 25 No Non-Travel 675 Research & Development
## 265 45 No Travel_Rarely 1385 Research & Development
## 266 36 No Travel_Rarely 1403 Research & Development
## 267 55 No Travel_Rarely 452 Research & Development
## 268 47 Yes Non-Travel 666 Research & Development
## 269 28 No Travel_Rarely 1158 Research & Development
## 270 37 No Travel_Rarely 228 Sales
## 271 21 No Travel_Rarely 996 Research & Development
## 272 37 No Non-Travel 728 Research & Development
## 273 35 No Travel_Rarely 1315 Research & Development
## 274 38 No Travel_Rarely 322 Sales
## 275 26 No Travel_Frequently 1479 Research & Development
## 276 50 No Travel_Rarely 797 Research & Development
## 277 53 No Travel_Rarely 1070 Research & Development
## 278 42 No Travel_Rarely 635 Sales
## 279 29 No Travel_Frequently 442 Sales
## 280 55 No Travel_Rarely 147 Research & Development
## 281 26 No Travel_Frequently 496 Research & Development
## 282 37 No Travel_Rarely 1372 Research & Development
## 283 44 Yes Travel_Frequently 920 Research & Development
## 284 38 No Travel_Rarely 688 Research & Development
## 285 26 Yes Travel_Rarely 1449 Research & Development
## 286 28 No Travel_Rarely 1117 Research & Development
## 287 49 No Travel_Frequently 636 Research & Development
## 288 36 No Travel_Rarely 506 Research & Development
## 289 31 No Travel_Frequently 444 Sales
## 290 26 Yes Travel_Rarely 950 Sales
## 291 37 No Travel_Frequently 889 Research & Development
## 292 42 No Travel_Frequently 555 Sales
## 293 35 No Travel_Rarely 1232 Sales
## 294 36 No Travel_Frequently 566 Research & Development
## 295 51 No Travel_Rarely 1302 Research & Development
## 296 41 No Travel_Rarely 334 Sales
## 297 28 No Travel_Rarely 1476 Research & Development
## 298 31 No Travel_Rarely 218 Sales
## 299 39 No Travel_Rarely 1132 Research & Development
## 300 36 No Non-Travel 1105 Research & Development
## 301 32 No Travel_Rarely 906 Sales
## 302 38 No Travel_Rarely 849 Research & Development
## 303 58 No Non-Travel 390 Research & Development
## 304 31 No Travel_Rarely 691 Research & Development
## 305 31 No Travel_Rarely 106 Human Resources
## 306 45 No Travel_Frequently 1249 Research & Development
## 307 31 No Travel_Rarely 192 Research & Development
## 308 33 No Travel_Frequently 553 Research & Development
## 309 39 No Travel_Rarely 117 Research & Development
## 310 43 No Travel_Frequently 185 Research & Development
## 311 49 No Travel_Rarely 1091 Research & Development
## 312 52 Yes Travel_Rarely 723 Research & Development
## 313 27 No Travel_Rarely 1220 Research & Development
## 314 32 No Travel_Rarely 588 Sales
## 315 27 No Travel_Rarely 1377 Sales
## 316 31 No Travel_Rarely 691 Sales
## 317 32 No Travel_Rarely 1018 Research & Development
## 318 28 Yes Travel_Rarely 1157 Research & Development
## 319 30 No Travel_Rarely 1275 Research & Development
## 320 31 No Travel_Frequently 798 Research & Development
## 321 39 No Travel_Frequently 672 Research & Development
## 322 39 Yes Travel_Rarely 1162 Sales
## 323 33 No Travel_Frequently 508 Sales
## 324 47 No Travel_Rarely 1482 Research & Development
## 325 43 No Travel_Frequently 559 Research & Development
## 326 27 No Non-Travel 210 Sales
## 327 54 No Travel_Frequently 928 Research & Development
## 328 43 No Travel_Rarely 1001 Research & Development
## 329 45 No Travel_Rarely 549 Research & Development
## 330 40 No Travel_Rarely 1124 Sales
## 331 29 Yes Travel_Rarely 318 Research & Development
## 332 29 No Travel_Rarely 738 Research & Development
## 333 30 No Travel_Rarely 570 Sales
## 334 27 No Travel_Rarely 1130 Sales
## 335 37 No Travel_Rarely 1192 Research & Development
## 336 38 No Travel_Rarely 343 Research & Development
## 337 31 No Travel_Rarely 1232 Research & Development
## 338 29 No Travel_Rarely 144 Sales
## 339 35 No Travel_Rarely 1296 Research & Development
## 340 23 No Travel_Rarely 1309 Research & Development
## 341 41 No Travel_Rarely 483 Research & Development
## 342 47 No Travel_Frequently 1309 Sales
## 343 42 No Travel_Rarely 810 Research & Development
## 344 29 No Non-Travel 746 Sales
## 345 42 No Travel_Rarely 544 Human Resources
## 346 32 No Travel_Rarely 1062 Research & Development
## 347 48 No Travel_Rarely 530 Sales
## 348 37 No Travel_Rarely 1319 Research & Development
## 349 30 No Non-Travel 641 Sales
## 350 26 No Travel_Rarely 933 Sales
## 351 42 No Travel_Rarely 1332 Research & Development
## 352 21 Yes Travel_Frequently 756 Sales
## 353 36 No Non-Travel 845 Sales
## 354 36 No Travel_Frequently 541 Sales
## 355 57 No Travel_Rarely 593 Research & Development
## 356 40 No Travel_Rarely 1171 Research & Development
## 357 21 No Non-Travel 895 Sales
## 358 33 Yes Travel_Rarely 350 Sales
## 359 37 No Travel_Rarely 921 Research & Development
## 360 46 No Non-Travel 1144 Research & Development
## 361 41 Yes Travel_Frequently 143 Sales
## 362 50 No Travel_Rarely 1046 Research & Development
## 363 40 Yes Travel_Rarely 575 Sales
## 364 31 No Travel_Rarely 408 Research & Development
## 365 21 Yes Travel_Rarely 156 Sales
## 366 29 No Travel_Rarely 1283 Research & Development
## 367 35 No Travel_Rarely 755 Research & Development
## 368 27 No Travel_Rarely 1469 Research & Development
## 369 28 No Travel_Rarely 304 Sales
## 370 49 No Travel_Rarely 1261 Research & Development
## 371 51 No Travel_Rarely 1178 Sales
## 372 36 No Travel_Rarely 329 Research & Development
## 373 34 Yes Non-Travel 1362 Sales
## 374 55 No Travel_Rarely 1311 Research & Development
## 375 24 No Travel_Rarely 1371 Sales
## 376 30 No Travel_Rarely 202 Sales
## 377 26 Yes Travel_Frequently 575 Research & Development
## 378 22 No Travel_Rarely 253 Research & Development
## 379 36 No Travel_Rarely 164 Sales
## 380 30 Yes Travel_Frequently 464 Research & Development
## 381 37 No Travel_Rarely 1107 Research & Development
## 382 40 No Travel_Rarely 759 Sales
## 383 42 No Travel_Rarely 201 Research & Development
## 384 37 No Travel_Rarely 1305 Research & Development
## 385 43 No Travel_Rarely 982 Research & Development
## 386 40 No Travel_Rarely 555 Research & Development
## 387 54 No Travel_Rarely 821 Research & Development
## 388 34 No Non-Travel 1381 Sales
## 389 31 No Travel_Rarely 480 Research & Development
## 390 43 No Travel_Frequently 313 Research & Development
## 391 43 No Travel_Rarely 1473 Research & Development
## 392 25 No Travel_Rarely 891 Sales
## 393 37 No Non-Travel 1063 Research & Development
## 394 31 No Travel_Rarely 329 Research & Development
## 395 39 No Travel_Frequently 1218 Research & Development
## 396 56 No Travel_Frequently 906 Sales
## 397 30 No Travel_Rarely 1082 Sales
## 398 41 No Travel_Rarely 645 Sales
## 399 28 No Travel_Rarely 1300 Research & Development
## 400 25 Yes Travel_Rarely 688 Research & Development
## 401 52 No Travel_Rarely 319 Research & Development
## 402 45 No Travel_Rarely 192 Research & Development
## 403 52 No Travel_Rarely 1490 Research & Development
## 404 42 No Travel_Frequently 532 Research & Development
## 405 30 No Travel_Rarely 317 Research & Development
## 406 60 No Travel_Rarely 422 Research & Development
## 407 46 No Travel_Rarely 1485 Research & Development
## 408 42 No Travel_Frequently 1368 Research & Development
## 409 24 Yes Travel_Rarely 1448 Sales
## 410 34 Yes Travel_Frequently 296 Sales
## 411 38 No Travel_Frequently 1490 Research & Development
## 412 40 No Travel_Rarely 1398 Sales
## 413 26 No Travel_Rarely 1349 Research & Development
## 414 30 No Non-Travel 1400 Research & Development
## 415 29 No Travel_Rarely 986 Research & Development
## 416 29 Yes Travel_Rarely 408 Research & Development
## 417 30 No Non-Travel 1398 Sales
## 418 57 No Travel_Rarely 210 Sales
## 419 50 No Travel_Rarely 1099 Research & Development
## 420 30 No Non-Travel 1116 Research & Development
## 421 60 No Travel_Frequently 1499 Sales
## 422 47 No Travel_Rarely 983 Research & Development
## 423 46 No Travel_Rarely 1009 Research & Development
## 424 35 No Travel_Rarely 144 Research & Development
## 425 54 No Travel_Rarely 548 Research & Development
## 426 34 No Travel_Rarely 1303 Research & Development
## 427 46 No Travel_Rarely 1125 Sales
## 428 31 No Travel_Rarely 1274 Research & Development
## 429 33 Yes Travel_Rarely 1277 Research & Development
## 430 33 Yes Travel_Rarely 587 Research & Development
## 431 30 No Travel_Rarely 413 Sales
## 432 35 No Travel_Rarely 1276 Research & Development
## 433 31 Yes Travel_Frequently 534 Research & Development
## 434 34 Yes Travel_Frequently 988 Human Resources
## 435 42 No Travel_Frequently 1474 Research & Development
## 436 36 No Non-Travel 635 Sales
## 437 22 Yes Travel_Frequently 1368 Research & Development
## 438 48 No Travel_Rarely 163 Sales
## 439 55 No Travel_Rarely 1117 Sales
## 440 41 No Non-Travel 267 Sales
## 441 35 No Travel_Rarely 619 Sales
## 442 40 No Travel_Rarely 302 Research & Development
## 443 39 No Travel_Frequently 443 Research & Development
## 444 31 No Travel_Rarely 828 Sales
## 445 42 No Travel_Rarely 319 Research & Development
## 446 45 No Travel_Rarely 561 Sales
## 447 26 Yes Travel_Frequently 426 Human Resources
## 448 29 No Travel_Rarely 232 Research & Development
## 449 33 No Travel_Rarely 922 Research & Development
## 450 31 No Travel_Rarely 688 Sales
## 451 40 No Non-Travel 1094 Sales
## 452 41 No Non-Travel 509 Research & Development
## 453 26 No Travel_Rarely 775 Sales
## 454 35 No Travel_Rarely 195 Sales
## 455 34 No Travel_Rarely 258 Sales
## 456 26 Yes Travel_Rarely 471 Research & Development
## 457 37 No Travel_Rarely 799 Research & Development
## 458 46 No Travel_Frequently 1034 Research & Development
## 459 41 No Travel_Rarely 1276 Sales
## 460 37 No Non-Travel 142 Sales
## 461 52 No Travel_Rarely 956 Research & Development
## 462 32 Yes Non-Travel 1474 Sales
## 463 24 No Travel_Frequently 535 Sales
## 464 38 No Travel_Rarely 1495 Research & Development
## 465 37 No Travel_Rarely 446 Research & Development
## 466 49 No Travel_Rarely 1245 Research & Development
## 467 24 No Travel_Rarely 691 Research & Development
## 468 26 No Travel_Rarely 703 Sales
## 469 24 No Travel_Rarely 823 Research & Development
## 470 50 No Travel_Frequently 1246 Human Resources
## 471 25 No Travel_Rarely 622 Sales
## 472 24 Yes Travel_Frequently 1287 Research & Development
## 473 30 Yes Travel_Frequently 448 Sales
## 474 34 No Travel_Rarely 254 Research & Development
## 475 31 Yes Travel_Rarely 1365 Sales
## 476 35 No Travel_Rarely 538 Research & Development
## 477 31 No Travel_Rarely 525 Sales
## 478 27 No Travel_Rarely 798 Research & Development
## 479 37 No Travel_Rarely 558 Sales
## 480 20 No Travel_Rarely 959 Research & Development
## 481 42 No Travel_Rarely 622 Research & Development
## 482 43 No Travel_Rarely 782 Research & Development
## 483 38 No Travel_Rarely 362 Research & Development
## 484 43 No Travel_Frequently 1001 Research & Development
## 485 48 No Travel_Rarely 1236 Research & Development
## 486 44 No Travel_Rarely 1112 Human Resources
## 487 34 No Travel_Rarely 204 Sales
## 488 27 Yes Travel_Rarely 1420 Sales
## 489 21 No Travel_Rarely 1343 Sales
## 490 44 No Travel_Rarely 1315 Research & Development
## 491 22 No Travel_Rarely 604 Research & Development
## 492 33 No Travel_Rarely 1216 Sales
## 493 32 No Travel_Rarely 646 Research & Development
## 494 30 No Travel_Frequently 160 Research & Development
## 495 53 No Travel_Rarely 238 Sales
## 496 34 No Travel_Rarely 1397 Research & Development
## 497 45 Yes Travel_Frequently 306 Sales
## 498 26 No Travel_Rarely 991 Research & Development
## 499 37 No Travel_Rarely 482 Research & Development
## 500 29 No Travel_Rarely 1176 Sales
## 501 35 No Travel_Rarely 1017 Research & Development
## 502 33 No Travel_Frequently 1296 Research & Development
## 503 54 No Travel_Rarely 397 Human Resources
## 504 36 No Travel_Rarely 913 Research & Development
## 505 27 No Travel_Rarely 1115 Research & Development
## 506 20 Yes Travel_Rarely 1362 Research & Development
## 507 33 Yes Travel_Frequently 1076 Research & Development
## 508 35 No Non-Travel 727 Research & Development
## 509 23 No Travel_Rarely 885 Research & Development
## 510 25 No Travel_Rarely 810 Sales
## 511 38 No Travel_Rarely 243 Sales
## 512 29 No Travel_Frequently 806 Research & Development
## 513 48 No Travel_Rarely 817 Sales
## 514 27 No Travel_Frequently 1410 Sales
## 515 37 No Travel_Rarely 1225 Research & Development
## 516 50 No Travel_Rarely 1207 Research & Development
## 517 34 No Travel_Rarely 1442 Research & Development
## 518 24 Yes Travel_Rarely 693 Sales
## 519 39 No Travel_Rarely 408 Research & Development
## 520 32 No Travel_Rarely 929 Sales
## 521 50 Yes Travel_Frequently 562 Sales
## 522 38 No Travel_Rarely 827 Research & Development
## 523 27 No Travel_Rarely 608 Research & Development
## 524 32 No Travel_Rarely 1018 Research & Development
## 525 47 No Travel_Rarely 703 Sales
## 526 40 No Travel_Frequently 580 Sales
## 527 53 No Travel_Rarely 970 Research & Development
## 528 41 No Travel_Rarely 427 Human Resources
## 529 60 No Travel_Rarely 1179 Sales
## 530 27 No Travel_Frequently 294 Research & Development
## 531 41 No Travel_Rarely 314 Human Resources
## 532 50 No Travel_Rarely 316 Sales
## 533 28 Yes Travel_Rarely 654 Research & Development
## 534 36 No Non-Travel 427 Research & Development
## 535 38 No Travel_Rarely 168 Research & Development
## 536 44 No Non-Travel 381 Research & Development
## 537 47 No Travel_Frequently 217 Sales
## 538 30 No Travel_Rarely 501 Sales
## 539 29 No Travel_Rarely 1396 Sales
## 540 42 Yes Travel_Frequently 933 Research & Development
## 541 43 No Travel_Frequently 775 Sales
## 542 34 No Travel_Rarely 970 Research & Development
## 543 23 No Travel_Rarely 650 Research & Development
## 544 39 No Travel_Rarely 141 Human Resources
## 545 56 No Travel_Rarely 832 Research & Development
## 546 40 No Travel_Rarely 804 Research & Development
## 547 27 No Travel_Rarely 975 Research & Development
## 548 29 No Travel_Rarely 1090 Sales
## 549 53 No Travel_Rarely 346 Research & Development
## 550 35 No Non-Travel 1225 Research & Development
## 551 32 No Travel_Frequently 430 Research & Development
## 552 38 No Travel_Rarely 268 Research & Development
## 553 34 No Travel_Rarely 167 Research & Development
## 554 52 No Travel_Rarely 621 Sales
## 555 33 Yes Travel_Rarely 527 Research & Development
## 556 25 No Travel_Rarely 883 Sales
## 557 45 No Travel_Rarely 954 Sales
## 558 23 No Travel_Rarely 310 Research & Development
## 559 47 Yes Travel_Frequently 719 Sales
## 560 34 No Travel_Rarely 304 Sales
## 561 55 Yes Travel_Rarely 725 Research & Development
## 562 36 No Non-Travel 1434 Sales
## 563 52 No Non-Travel 715 Research & Development
## 564 26 No Travel_Frequently 575 Research & Development
## 565 29 No Travel_Rarely 657 Research & Development
## 566 26 Yes Travel_Rarely 1146 Sales
## 567 34 No Travel_Rarely 182 Research & Development
## 568 54 No Travel_Rarely 376 Research & Development
## 569 27 No Travel_Frequently 829 Sales
## 570 37 No Travel_Rarely 571 Research & Development
## 571 38 No Travel_Frequently 240 Research & Development
## 572 34 No Travel_Rarely 121 Research & Development
## 573 35 No Travel_Rarely 384 Sales
## 574 30 No Travel_Rarely 921 Research & Development
## 575 40 No Travel_Frequently 791 Research & Development
## 576 34 No Travel_Rarely 1111 Sales
## 577 42 No Travel_Frequently 570 Research & Development
## 578 23 Yes Travel_Rarely 1243 Research & Development
## 579 24 No Non-Travel 1092 Research & Development
## 580 52 No Travel_Rarely 1325 Research & Development
## 581 50 No Travel_Rarely 691 Research & Development
## 582 29 Yes Travel_Rarely 805 Research & Development
## 583 33 No Travel_Rarely 213 Research & Development
## 584 33 Yes Travel_Rarely 118 Sales
## 585 47 No Travel_Rarely 202 Research & Development
## 586 36 No Travel_Rarely 676 Research & Development
## 587 29 No Travel_Rarely 1252 Research & Development
## 588 58 Yes Travel_Rarely 286 Research & Development
## 589 35 No Travel_Rarely 1258 Research & Development
## 590 42 No Travel_Rarely 932 Research & Development
## 591 28 Yes Travel_Rarely 890 Research & Development
## 592 36 No Travel_Rarely 1041 Human Resources
## 593 32 No Travel_Rarely 859 Research & Development
## 594 40 No Travel_Frequently 720 Research & Development
## 595 30 No Travel_Rarely 946 Research & Development
## 596 45 No Travel_Rarely 252 Research & Development
## 597 42 No Travel_Rarely 933 Research & Development
## 598 38 No Travel_Frequently 471 Research & Development
## 599 34 No Travel_Frequently 702 Research & Development
## 600 49 Yes Travel_Rarely 1184 Sales
## 601 55 Yes Travel_Rarely 436 Sales
## 602 43 No Travel_Rarely 589 Research & Development
## 603 27 No Travel_Rarely 269 Research & Development
## 604 35 No Travel_Rarely 950 Research & Development
## 605 28 No Travel_Rarely 760 Sales
## 606 34 No Travel_Rarely 829 Human Resources
## 607 26 Yes Travel_Frequently 887 Research & Development
## 608 27 No Non-Travel 443 Research & Development
## 609 51 No Travel_Rarely 1318 Sales
## 610 44 No Travel_Rarely 625 Research & Development
## 611 25 No Travel_Rarely 180 Research & Development
## 612 33 No Travel_Rarely 586 Sales
## 613 35 No Travel_Rarely 1343 Research & Development
## 614 36 No Travel_Rarely 928 Sales
## 615 32 No Travel_Rarely 117 Sales
## 616 30 No Travel_Frequently 1012 Research & Development
## 617 53 No Travel_Rarely 661 Sales
## 618 45 No Travel_Rarely 930 Sales
## 619 32 No Travel_Rarely 638 Research & Development
## 620 52 No Travel_Frequently 890 Research & Development
## 621 37 No Travel_Rarely 342 Sales
## 622 28 No Travel_Rarely 1169 Human Resources
## 623 22 No Travel_Rarely 1230 Research & Development
## 624 44 No Travel_Rarely 986 Research & Development
## 625 42 No Travel_Frequently 1271 Research & Development
## 626 36 No Travel_Rarely 1278 Human Resources
## 627 25 No Travel_Rarely 141 Sales
## 628 35 No Travel_Rarely 607 Research & Development
## 629 35 Yes Travel_Frequently 130 Research & Development
## 630 32 No Non-Travel 300 Research & Development
## 631 25 No Travel_Rarely 583 Sales
## 632 49 No Travel_Rarely 1418 Research & Development
## 633 24 No Non-Travel 1269 Research & Development
## 634 32 No Travel_Frequently 379 Sales
## 635 38 No Travel_Rarely 395 Sales
## 636 42 No Travel_Rarely 1265 Research & Development
## 637 31 No Travel_Rarely 1222 Research & Development
## 638 29 Yes Travel_Rarely 341 Sales
## 639 53 No Travel_Rarely 868 Sales
## 640 35 No Travel_Rarely 672 Research & Development
## 641 37 No Travel_Frequently 1231 Sales
## 642 53 No Travel_Rarely 102 Research & Development
## 643 43 No Travel_Frequently 422 Research & Development
## 644 47 No Travel_Rarely 249 Sales
## 645 37 No Non-Travel 1252 Sales
## 646 50 No Non-Travel 881 Research & Development
## 647 39 No Travel_Rarely 1383 Human Resources
## 648 33 No Travel_Rarely 1075 Human Resources
## 649 32 Yes Travel_Rarely 374 Research & Development
## 650 29 No Travel_Rarely 1086 Research & Development
## 651 44 No Travel_Rarely 661 Research & Development
## 652 28 No Travel_Rarely 821 Sales
## 653 58 Yes Travel_Frequently 781 Research & Development
## 654 43 No Travel_Rarely 177 Research & Development
## 655 20 Yes Travel_Rarely 500 Sales
## 656 21 Yes Travel_Rarely 1427 Research & Development
## 657 36 No Travel_Rarely 1425 Research & Development
## 658 47 No Travel_Rarely 1454 Sales
## 659 22 Yes Travel_Rarely 617 Research & Development
## 660 41 Yes Travel_Rarely 1085 Research & Development
## 661 28 No Travel_Rarely 995 Research & Development
## 662 39 Yes Travel_Rarely 1122 Research & Development
## 663 27 No Travel_Rarely 618 Research & Development
## 664 34 No Travel_Rarely 546 Research & Development
## 665 42 No Travel_Rarely 462 Sales
## 666 33 No Travel_Rarely 1198 Research & Development
## 667 58 No Travel_Rarely 1272 Research & Development
## 668 31 No Travel_Rarely 154 Sales
## 669 35 No Travel_Rarely 1137 Research & Development
## 670 49 No Travel_Rarely 527 Research & Development
## 671 48 No Travel_Rarely 1469 Research & Development
## 672 31 No Non-Travel 1188 Sales
## 673 36 No Travel_Rarely 188 Research & Development
## 674 38 No Travel_Rarely 1333 Research & Development
## 675 32 No Non-Travel 1184 Research & Development
## 676 25 Yes Travel_Rarely 867 Sales
## 677 40 No Travel_Rarely 658 Sales
## 678 26 No Travel_Frequently 1283 Sales
## 679 41 No Travel_Rarely 263 Research & Development
## 680 36 No Travel_Rarely 938 Research & Development
## 681 20 Yes Travel_Rarely 129 Research & Development
## 682 31 No Travel_Rarely 616 Research & Development
## 683 40 No Travel_Frequently 1469 Research & Development
## 684 32 No Travel_Rarely 498 Research & Development
## 685 36 Yes Travel_Rarely 530 Sales
## 686 33 No Travel_Rarely 1069 Research & Development
## 687 37 Yes Travel_Rarely 625 Sales
## 688 45 No Non-Travel 805 Research & Development
## 689 29 No Travel_Frequently 1404 Sales
## 690 35 No Travel_Rarely 1219 Sales
## 691 52 No Travel_Rarely 1053 Research & Development
## 692 58 Yes Travel_Rarely 289 Research & Development
## 693 53 No Travel_Rarely 1376 Sales
## 694 30 No Travel_Rarely 231 Sales
## 695 38 No Non-Travel 152 Sales
## 696 35 No Travel_Rarely 882 Sales
## 697 39 No Travel_Rarely 903 Sales
## 698 40 Yes Non-Travel 1479 Sales
## 699 47 No Travel_Frequently 1379 Research & Development
## 700 36 No Non-Travel 1229 Sales
## 701 31 Yes Non-Travel 335 Research & Development
## 702 33 No Non-Travel 722 Sales
## 703 29 Yes Travel_Rarely 906 Research & Development
## 704 33 No Travel_Rarely 461 Research & Development
## 705 45 No Travel_Rarely 974 Research & Development
## 706 50 No Travel_Rarely 1126 Research & Development
## 707 33 No Travel_Frequently 827 Research & Development
## 708 41 No Travel_Frequently 840 Research & Development
## 709 27 No Travel_Rarely 1134 Research & Development
## 710 45 No Non-Travel 248 Research & Development
## 711 47 No Travel_Rarely 955 Sales
## 712 30 Yes Travel_Rarely 138 Research & Development
## 713 50 No Travel_Rarely 939 Research & Development
## 714 38 No Travel_Frequently 1391 Research & Development
## 715 46 No Travel_Rarely 566 Research & Development
## 716 24 No Travel_Rarely 1206 Research & Development
## 717 35 Yes Travel_Rarely 622 Research & Development
## 718 31 No Travel_Frequently 853 Research & Development
## 719 54 No Travel_Rarely 1441 Research & Development
## 720 35 No Travel_Rarely 583 Research & Development
## 721 30 No Travel_Rarely 153 Research & Development
## 722 20 Yes Travel_Rarely 1097 Research & Development
## 723 30 Yes Travel_Frequently 109 Research & Development
## 724 26 No Travel_Rarely 1066 Research & Development
## 725 22 No Travel_Rarely 217 Research & Development
## 726 48 No Travel_Rarely 277 Research & Development
## 727 48 No Travel_Rarely 1355 Research & Development
## 728 41 No Travel_Rarely 549 Research & Development
## 729 39 No Travel_Rarely 466 Research & Development
## 730 27 No Travel_Rarely 1055 Research & Development
## 731 35 No Travel_Rarely 802 Research & Development
## 732 42 No Travel_Rarely 265 Sales
## 733 50 No Travel_Rarely 804 Research & Development
## 734 59 No Travel_Rarely 715 Research & Development
## 735 37 Yes Travel_Rarely 1141 Research & Development
## 736 55 No Travel_Frequently 135 Research & Development
## 737 41 No Non-Travel 247 Research & Development
## 738 38 No Travel_Rarely 1035 Sales
## 739 26 Yes Non-Travel 265 Sales
## 740 52 Yes Travel_Rarely 266 Sales
## 741 44 No Travel_Rarely 1448 Sales
## 742 50 No Non-Travel 145 Sales
## 743 36 Yes Travel_Rarely 885 Research & Development
## 744 39 No Travel_Frequently 945 Research & Development
## 745 33 No Non-Travel 1038 Sales
## 746 45 No Travel_Rarely 1234 Sales
## 747 32 No Non-Travel 1109 Research & Development
## 748 34 No Travel_Rarely 216 Sales
## 749 59 No Travel_Rarely 1089 Sales
## 750 45 No Travel_Rarely 788 Human Resources
## 751 53 No Travel_Frequently 124 Sales
## 752 36 Yes Travel_Rarely 660 Research & Development
## 753 26 Yes Travel_Frequently 342 Research & Development
## 754 34 No Travel_Rarely 1333 Sales
## 755 28 No Travel_Rarely 1144 Sales
## 756 38 No Travel_Frequently 1186 Research & Development
## 757 50 No Travel_Rarely 1464 Research & Development
## 758 37 No Travel_Rarely 124 Research & Development
## 759 40 No Travel_Rarely 300 Sales
## 760 26 No Travel_Frequently 921 Research & Development
## 761 46 No Travel_Rarely 430 Research & Development
## 762 54 No Travel_Rarely 1082 Sales
## 763 56 No Travel_Frequently 1240 Research & Development
## 764 36 No Travel_Rarely 796 Research & Development
## 765 55 No Non-Travel 444 Research & Development
## 766 43 No Travel_Rarely 415 Sales
## 767 20 Yes Travel_Frequently 769 Sales
## 768 21 Yes Travel_Rarely 1334 Research & Development
## 769 46 No Travel_Rarely 1003 Research & Development
## 770 51 Yes Travel_Rarely 1323 Research & Development
## 771 28 Yes Non-Travel 1366 Research & Development
## 772 26 No Travel_Rarely 192 Research & Development
## 773 30 No Travel_Rarely 1176 Research & Development
## 774 41 No Travel_Rarely 509 Research & Development
## 775 38 No Travel_Rarely 330 Research & Development
## 776 40 No Travel_Rarely 1492 Research & Development
## 777 27 No Non-Travel 1277 Research & Development
## 778 55 No Travel_Frequently 1091 Research & Development
## 779 28 No Travel_Rarely 857 Research & Development
## 780 44 Yes Travel_Rarely 1376 Human Resources
## 781 33 No Travel_Rarely 654 Research & Development
## 782 35 Yes Travel_Rarely 1204 Sales
## 783 33 Yes Travel_Frequently 827 Research & Development
## 784 28 No Travel_Rarely 895 Research & Development
## 785 34 No Travel_Frequently 618 Research & Development
## 786 37 No Travel_Rarely 309 Sales
## 787 25 Yes Travel_Rarely 1219 Research & Development
## 788 26 Yes Travel_Rarely 1330 Research & Development
## 789 33 Yes Travel_Rarely 1017 Research & Development
## 790 42 No Travel_Rarely 469 Research & Development
## 791 28 Yes Travel_Frequently 1009 Research & Development
## 792 50 Yes Travel_Frequently 959 Sales
## 793 33 No Travel_Frequently 970 Sales
## 794 34 No Non-Travel 697 Research & Development
## 795 48 No Non-Travel 1262 Research & Development
## 796 45 No Non-Travel 1050 Sales
## 797 52 No Travel_Rarely 994 Research & Development
## 798 38 No Travel_Rarely 770 Sales
## 799 29 No Travel_Rarely 1107 Research & Development
## 800 28 No Travel_Rarely 950 Research & Development
## 801 46 No Travel_Rarely 406 Sales
## 802 38 No Travel_Rarely 130 Sales
## 803 43 No Travel_Frequently 1082 Research & Development
## 804 39 Yes Travel_Frequently 203 Research & Development
## 805 40 No Travel_Rarely 1308 Research & Development
## 806 21 No Travel_Rarely 984 Research & Development
## 807 39 No Non-Travel 439 Research & Development
## 808 36 No Non-Travel 217 Research & Development
## 809 31 No Travel_Frequently 793 Sales
## 810 28 No Travel_Rarely 1451 Research & Development
## 811 35 No Travel_Frequently 1182 Sales
## 812 49 No Travel_Rarely 174 Sales
## 813 34 No Travel_Frequently 1003 Research & Development
## 814 29 No Travel_Frequently 490 Research & Development
## 815 42 No Travel_Rarely 188 Research & Development
## 816 29 No Travel_Rarely 718 Research & Development
## 817 38 No Travel_Rarely 433 Human Resources
## 818 28 No Travel_Frequently 773 Research & Development
## 819 33 Yes Travel_Rarely 603 Sales
## 820 41 No Travel_Rarely 167 Research & Development
## 821 31 Yes Travel_Frequently 874 Research & Development
## 822 37 No Travel_Rarely 367 Research & Development
## 823 27 No Travel_Rarely 199 Research & Development
## 824 34 No Travel_Rarely 1400 Sales
## 825 35 No Travel_Rarely 528 Human Resources
## 826 29 Yes Travel_Rarely 408 Sales
## 827 40 No Travel_Frequently 593 Research & Development
## 828 42 Yes Travel_Frequently 481 Sales
## 829 42 No Travel_Rarely 647 Sales
## 830 35 No Travel_Rarely 982 Research & Development
## 831 24 No Travel_Rarely 477 Research & Development
## 832 28 Yes Travel_Rarely 1485 Research & Development
## 833 26 No Travel_Rarely 1384 Research & Development
## 834 30 No Travel_Rarely 852 Sales
## 835 40 No Travel_Frequently 902 Research & Development
## 836 35 No Travel_Rarely 819 Research & Development
## 837 34 No Travel_Frequently 669 Research & Development
## 838 35 No Travel_Frequently 636 Research & Development
## 839 43 Yes Travel_Rarely 1372 Sales
## 840 32 No Non-Travel 862 Sales
## 841 56 No Travel_Rarely 718 Research & Development
## 842 29 No Travel_Rarely 1401 Research & Development
## 843 45 No Travel_Rarely 1457 Research & Development
## 844 37 No Travel_Rarely 977 Research & Development
## 845 20 No Travel_Rarely 805 Research & Development
## 846 44 Yes Travel_Rarely 1097 Research & Development
## 847 53 No Travel_Rarely 1223 Research & Development
## 848 29 No Travel_Rarely 942 Research & Development
## 849 22 Yes Travel_Frequently 1256 Research & Development
## 850 46 No Travel_Rarely 1402 Sales
## 851 44 No Non-Travel 111 Research & Development
## 852 33 No Travel_Rarely 147 Human Resources
## 853 41 Yes Non-Travel 906 Research & Development
## 854 30 No Travel_Rarely 1329 Sales
## 855 40 No Travel_Frequently 1184 Sales
## 856 50 No Travel_Frequently 1421 Research & Development
## 857 28 No Travel_Rarely 1179 Research & Development
## 858 46 No Travel_Rarely 1450 Research & Development
## 859 35 No Travel_Rarely 1361 Sales
## 860 24 Yes Travel_Rarely 984 Research & Development
## 861 33 No Travel_Frequently 1146 Sales
## 862 36 No Travel_Rarely 917 Research & Development
## 863 30 No Travel_Rarely 853 Research & Development
## 864 44 No Travel_Rarely 200 Research & Development
## 865 20 No Travel_Rarely 654 Sales
## 866 46 No Travel_Rarely 150 Research & Development
## 867 42 No Non-Travel 179 Human Resources
## 868 60 No Travel_Rarely 696 Sales
## 869 32 No Travel_Frequently 116 Research & Development
## 870 32 No Travel_Frequently 1316 Research & Development
## 871 36 No Travel_Rarely 363 Research & Development
## 872 33 No Travel_Rarely 117 Research & Development
## 873 40 No Travel_Rarely 107 Sales
## 874 25 No Travel_Rarely 1356 Sales
## 875 30 No Travel_Rarely 1465 Research & Development
## 876 42 No Travel_Frequently 458 Research & Development
## 877 35 No Non-Travel 1212 Sales
## 878 27 No Travel_Rarely 1103 Research & Development
## 879 54 No Travel_Frequently 966 Research & Development
## 880 44 No Travel_Rarely 1117 Research & Development
## 881 29 No Travel_Rarely 1010 Research & Development
## 882 54 No Travel_Rarely 685 Research & Development
## 883 31 No Travel_Rarely 1332 Research & Development
## 884 31 No Travel_Rarely 1062 Research & Development
## 885 59 No Travel_Rarely 326 Sales
## 886 43 No Travel_Rarely 920 Research & Development
## 887 49 No Travel_Rarely 1098 Research & Development
## 888 36 No Travel_Frequently 469 Research & Development
## 889 48 No Travel_Rarely 969 Research & Development
## 890 27 No Travel_Rarely 1167 Research & Development
## 891 29 No Travel_Rarely 1329 Research & Development
## 892 48 No Travel_Rarely 715 Research & Development
## 893 29 No Travel_Rarely 694 Research & Development
## 894 34 No Travel_Rarely 1320 Research & Development
## 895 44 No Travel_Rarely 1099 Sales
## 896 33 No Travel_Rarely 536 Sales
## 897 23 No Travel_Rarely 373 Research & Development
## 898 25 Yes Travel_Frequently 599 Sales
## 899 26 No Travel_Rarely 583 Research & Development
## 900 45 Yes Travel_Rarely 1449 Sales
## 901 55 No Non-Travel 177 Research & Development
## 902 21 Yes Travel_Frequently 251 Research & Development
## 903 46 No Travel_Rarely 168 Sales
## 904 34 No Travel_Rarely 131 Sales
## 905 51 No Travel_Frequently 237 Sales
## 906 59 No Travel_Rarely 1429 Research & Development
## 907 34 No Travel_Frequently 135 Research & Development
## 908 28 No Travel_Frequently 791 Research & Development
## 909 44 No Travel_Rarely 1199 Research & Development
## 910 34 No Travel_Frequently 648 Human Resources
## 911 35 No Travel_Rarely 735 Research & Development
## 912 42 No Travel_Rarely 603 Research & Development
## 913 43 No Travel_Rarely 531 Sales
## 914 36 No Travel_Rarely 429 Research & Development
## 915 44 Yes Travel_Rarely 621 Research & Development
## 916 28 No Travel_Frequently 193 Research & Development
## 917 51 No Travel_Frequently 968 Research & Development
## 918 30 No Non-Travel 879 Research & Development
## 919 29 Yes Travel_Rarely 806 Research & Development
## 920 28 No Travel_Rarely 640 Research & Development
## 921 25 No Travel_Rarely 266 Research & Development
## 922 32 No Travel_Rarely 604 Sales
## 923 45 No Travel_Frequently 364 Research & Development
## 924 39 No Travel_Rarely 412 Research & Development
## 925 58 No Travel_Rarely 848 Research & Development
## 926 32 Yes Travel_Rarely 1089 Research & Development
## 927 39 Yes Travel_Rarely 360 Research & Development
## 928 30 No Travel_Rarely 1138 Research & Development
## 929 36 No Travel_Rarely 325 Research & Development
## 930 46 No Travel_Rarely 991 Human Resources
## 931 28 No Non-Travel 1476 Research & Development
## 932 50 No Travel_Rarely 1322 Research & Development
## 933 40 Yes Travel_Rarely 299 Sales
## 934 52 Yes Travel_Rarely 1030 Sales
## 935 30 No Travel_Rarely 634 Research & Development
## 936 39 No Travel_Rarely 524 Research & Development
## 937 31 No Non-Travel 587 Sales
## 938 41 No Non-Travel 256 Sales
## 939 31 Yes Travel_Frequently 1060 Sales
## 940 44 Yes Travel_Rarely 935 Research & Development
## 941 42 No Non-Travel 495 Research & Development
## 942 55 No Travel_Rarely 282 Research & Development
## 943 56 No Travel_Rarely 206 Human Resources
## 944 40 No Non-Travel 458 Research & Development
## 945 34 No Travel_Rarely 943 Research & Development
## 946 40 No Travel_Rarely 523 Research & Development
## 947 41 No Travel_Frequently 1018 Sales
## 948 35 No Travel_Frequently 482 Research & Development
## 949 51 No Travel_Rarely 770 Human Resources
## 950 38 No Travel_Rarely 1009 Sales
## 951 34 No Travel_Rarely 507 Sales
## 952 25 No Travel_Rarely 882 Research & Development
## 953 58 Yes Travel_Rarely 601 Research & Development
## 954 40 No Travel_Rarely 329 Research & Development
## 955 36 No Travel_Frequently 607 Sales
## 956 48 No Travel_Rarely 855 Research & Development
## 957 27 No Travel_Rarely 1291 Sales
## 958 51 No Travel_Rarely 1405 Research & Development
## 959 35 No Travel_Rarely 817 Research & Development
## 960 27 No Travel_Frequently 793 Sales
## 961 55 Yes Travel_Rarely 267 Sales
## 962 56 No Travel_Rarely 1369 Research & Development
## 963 34 No Non-Travel 999 Research & Development
## 964 40 No Travel_Rarely 1202 Research & Development
## 965 34 No Travel_Rarely 285 Research & Development
## 966 31 Yes Travel_Frequently 703 Sales
## 967 35 Yes Travel_Frequently 662 Sales
## 968 38 No Travel_Frequently 693 Research & Development
## 969 34 No Travel_Rarely 404 Research & Development
## 970 28 No Travel_Rarely 736 Sales
## 971 31 Yes Travel_Rarely 330 Research & Development
## 972 39 No Travel_Rarely 1498 Sales
## 973 51 No Travel_Frequently 541 Sales
## 974 41 No Travel_Frequently 1200 Research & Development
## 975 37 No Travel_Rarely 1439 Research & Development
## 976 33 No Travel_Frequently 1111 Sales
## 977 32 No Travel_Rarely 499 Sales
## 978 39 No Non-Travel 1485 Research & Development
## 979 25 No Travel_Rarely 1372 Sales
## 980 52 No Travel_Frequently 322 Research & Development
## 981 43 No Travel_Rarely 930 Research & Development
## 982 27 No Travel_Rarely 205 Sales
## 983 27 Yes Travel_Rarely 135 Research & Development
## 984 26 No Travel_Rarely 683 Research & Development
## 985 42 No Travel_Rarely 1147 Human Resources
## 986 52 No Travel_Rarely 258 Research & Development
## 987 37 No Travel_Rarely 1462 Research & Development
## 988 35 No Travel_Frequently 200 Research & Development
## 989 25 No Travel_Rarely 949 Research & Development
## 990 26 No Travel_Rarely 652 Research & Development
## 991 29 No Travel_Rarely 332 Human Resources
## 992 49 Yes Travel_Frequently 1475 Research & Development
## 993 29 Yes Travel_Frequently 337 Research & Development
## 994 54 No Travel_Rarely 971 Research & Development
## 995 58 No Travel_Rarely 1055 Research & Development
## 996 55 No Travel_Rarely 1136 Research & Development
## 997 36 No Travel_Rarely 1174 Sales
## 998 31 Yes Travel_Frequently 667 Sales
## 999 30 No Travel_Rarely 855 Sales
## 1000 31 No Travel_Rarely 182 Research & Development
## 1001 34 No Travel_Frequently 560 Research & Development
## 1002 31 Yes Travel_Rarely 202 Research & Development
## 1003 27 No Travel_Rarely 1377 Research & Development
## 1004 36 No Travel_Rarely 172 Research & Development
## 1005 36 No Travel_Rarely 329 Sales
## 1006 47 No Travel_Rarely 465 Research & Development
## 1007 25 Yes Travel_Rarely 383 Sales
## 1008 37 No Non-Travel 1413 Research & Development
## 1009 56 No Travel_Rarely 1255 Research & Development
## 1010 47 No Travel_Rarely 359 Research & Development
## 1011 24 No Travel_Rarely 1476 Sales
## 1012 32 No Travel_Rarely 601 Sales
## 1013 34 No Travel_Rarely 401 Research & Development
## 1014 41 No Travel_Rarely 1283 Research & Development
## 1015 40 No Non-Travel 663 Research & Development
## 1016 31 No Travel_Rarely 326 Sales
## 1017 46 Yes Travel_Rarely 377 Sales
## 1018 39 Yes Non-Travel 592 Research & Development
## 1019 31 Yes Travel_Frequently 1445 Research & Development
## 1020 45 No Travel_Rarely 1038 Research & Development
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## 1022 31 Yes Travel_Frequently 523 Research & Development
## 1023 45 No Travel_Rarely 1448 Research & Development
## 1024 48 No Travel_Rarely 1221 Sales
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## 1026 40 No Non-Travel 218 Research & Development
## 1027 28 No Travel_Rarely 866 Sales
## 1028 44 No Non-Travel 981 Research & Development
## 1029 53 No Travel_Rarely 447 Research & Development
## 1030 49 No Travel_Rarely 1495 Research & Development
## 1031 40 No Travel_Rarely 896 Research & Development
## 1032 44 No Travel_Rarely 1467 Research & Development
## 1033 33 No Travel_Frequently 430 Sales
## 1034 34 No Travel_Rarely 1326 Sales
## 1035 30 No Travel_Rarely 1358 Sales
## 1036 42 No Travel_Frequently 748 Research & Development
## 1037 44 No Travel_Frequently 383 Sales
## 1038 30 No Non-Travel 990 Research & Development
## 1039 57 No Travel_Rarely 405 Research & Development
## 1040 49 No Travel_Rarely 1490 Research & Development
## 1041 34 No Travel_Frequently 829 Research & Development
## 1042 28 Yes Travel_Frequently 1496 Sales
## 1043 29 Yes Travel_Frequently 115 Sales
## 1044 34 Yes Travel_Rarely 790 Sales
## 1045 35 No Travel_Rarely 660 Sales
## 1046 24 Yes Travel_Frequently 381 Research & Development
## 1047 24 No Non-Travel 830 Sales
## 1048 44 No Travel_Frequently 1193 Research & Development
## 1049 29 No Travel_Rarely 1246 Sales
## 1050 30 No Travel_Rarely 330 Human Resources
## 1051 55 No Travel_Rarely 1229 Research & Development
## 1052 33 No Travel_Rarely 1099 Research & Development
## 1053 47 No Travel_Rarely 571 Sales
## 1054 28 Yes Travel_Frequently 289 Research & Development
## 1055 28 No Travel_Rarely 1423 Research & Development
## 1056 28 No Travel_Frequently 467 Sales
## 1057 49 No Travel_Rarely 271 Research & Development
## 1058 29 No Travel_Frequently 410 Research & Development
## 1059 28 No Travel_Rarely 1083 Research & Development
## 1060 33 No Travel_Rarely 516 Research & Development
## 1061 32 No Travel_Rarely 495 Research & Development
## 1062 54 No Travel_Frequently 1050 Research & Development
## 1063 29 Yes Travel_Rarely 224 Research & Development
## 1064 44 No Travel_Rarely 136 Research & Development
## 1065 39 No Travel_Rarely 1089 Research & Development
## 1066 46 No Travel_Rarely 228 Sales
## 1067 35 No Travel_Rarely 1029 Research & Development
## 1068 23 No Travel_Rarely 507 Research & Development
## 1069 40 Yes Travel_Rarely 676 Research & Development
## 1070 34 No Travel_Rarely 971 Sales
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## 1072 50 No Travel_Frequently 333 Research & Development
## 1073 34 No Travel_Rarely 1440 Sales
## 1074 42 No Travel_Rarely 1210 Research & Development
## 1075 37 No Travel_Rarely 674 Research & Development
## 1076 29 No Travel_Rarely 441 Research & Development
## 1077 33 No Travel_Rarely 575 Research & Development
## 1078 45 No Travel_Rarely 950 Research & Development
## 1079 42 No Travel_Frequently 288 Research & Development
## 1080 40 No Travel_Rarely 1342 Sales
## 1081 33 No Travel_Rarely 589 Research & Development
## 1082 40 No Travel_Rarely 898 Human Resources
## 1083 24 No Travel_Rarely 350 Research & Development
## 1084 40 No Non-Travel 1142 Research & Development
## 1085 45 No Travel_Rarely 538 Research & Development
## 1086 35 No Travel_Rarely 1402 Sales
## 1087 32 No Travel_Rarely 824 Research & Development
## 1088 36 No Travel_Rarely 1157 Sales
## 1089 48 No Travel_Rarely 492 Sales
## 1090 29 No Travel_Rarely 598 Research & Development
## 1091 33 No Travel_Rarely 1242 Sales
## 1092 30 Yes Travel_Rarely 740 Sales
## 1093 38 No Travel_Frequently 888 Human Resources
## 1094 35 No Travel_Rarely 992 Research & Development
## 1095 30 No Travel_Rarely 1288 Sales
## 1096 35 Yes Travel_Rarely 104 Research & Development
## 1097 53 Yes Travel_Rarely 607 Research & Development
## 1098 38 Yes Travel_Rarely 903 Research & Development
## 1099 32 No Non-Travel 1200 Research & Development
## 1100 48 No Travel_Rarely 1108 Research & Development
## 1101 34 No Travel_Rarely 479 Research & Development
## 1102 55 No Travel_Rarely 685 Sales
## 1103 34 No Travel_Rarely 1351 Research & Development
## 1104 26 No Travel_Rarely 474 Research & Development
## 1105 38 No Travel_Rarely 1245 Sales
## 1106 38 No Travel_Rarely 437 Sales
## 1107 36 No Travel_Rarely 884 Sales
## 1108 29 No Travel_Rarely 1370 Research & Development
## 1109 35 No Travel_Rarely 670 Research & Development
## 1110 39 No Travel_Rarely 1462 Sales
## 1111 29 No Travel_Frequently 995 Research & Development
## 1112 50 No Travel_Rarely 264 Sales
## 1113 23 No Travel_Rarely 977 Research & Development
## 1114 36 No Travel_Frequently 1302 Research & Development
## 1115 42 No Travel_Rarely 1059 Research & Development
## 1116 35 No Travel_Rarely 750 Research & Development
## 1117 34 No Travel_Frequently 653 Research & Development
## 1118 40 No Travel_Rarely 118 Sales
## 1119 43 No Travel_Rarely 990 Research & Development
## 1120 35 No Travel_Rarely 1349 Research & Development
## 1121 46 No Travel_Rarely 563 Sales
## 1122 28 Yes Travel_Rarely 329 Research & Development
## 1123 22 No Non-Travel 457 Research & Development
## 1124 50 No Travel_Frequently 1234 Research & Development
## 1125 32 No Travel_Rarely 634 Research & Development
## 1126 44 No Travel_Rarely 1313 Research & Development
## 1127 30 No Travel_Rarely 241 Research & Development
## 1128 45 No Travel_Rarely 1015 Research & Development
## 1129 45 No Non-Travel 336 Sales
## 1130 31 No Travel_Frequently 715 Sales
## 1131 36 No Travel_Rarely 559 Research & Development
## 1132 34 No Travel_Frequently 426 Research & Development
## 1133 49 No Travel_Rarely 722 Research & Development
## 1134 39 No Travel_Rarely 1387 Research & Development
## 1135 27 No Travel_Rarely 1302 Research & Development
## 1136 35 No Travel_Rarely 819 Research & Development
## 1137 28 No Travel_Rarely 580 Research & Development
## 1138 21 No Travel_Rarely 546 Research & Development
## 1139 47 No Travel_Rarely 1176 Human Resources
## 1140 39 No Travel_Rarely 170 Research & Development
## 1141 40 No Travel_Rarely 884 Research & Development
## 1142 35 No Non-Travel 208 Research & Development
## 1143 37 No Travel_Rarely 671 Research & Development
## 1144 39 No Travel_Frequently 711 Research & Development
## 1145 45 No Travel_Rarely 1329 Research & Development
## 1146 38 No Travel_Rarely 397 Research & Development
## 1147 35 Yes Travel_Rarely 737 Sales
## 1148 37 No Travel_Rarely 1470 Research & Development
## 1149 40 No Travel_Rarely 448 Research & Development
## 1150 44 No Travel_Frequently 602 Human Resources
## 1151 48 No Travel_Frequently 365 Research & Development
## 1152 35 Yes Travel_Rarely 763 Sales
## 1153 24 No Travel_Frequently 567 Research & Development
## 1154 27 No Travel_Rarely 486 Research & Development
## 1155 27 No Travel_Frequently 591 Research & Development
## 1156 40 Yes Travel_Rarely 1329 Research & Development
## 1157 29 No Travel_Rarely 469 Sales
## 1158 36 No Travel_Rarely 711 Research & Development
## 1159 25 No Travel_Frequently 772 Research & Development
## 1160 39 No Travel_Rarely 492 Research & Development
## 1161 49 No Travel_Rarely 301 Research & Development
## 1162 50 No Travel_Rarely 813 Research & Development
## 1163 20 No Travel_Rarely 1141 Sales
## 1164 34 No Travel_Rarely 1130 Research & Development
## 1165 36 No Travel_Rarely 311 Research & Development
## 1166 49 No Travel_Rarely 465 Research & Development
## 1167 36 No Non-Travel 894 Research & Development
## 1168 36 No Travel_Rarely 1040 Research & Development
## 1169 54 No Travel_Rarely 584 Research & Development
## 1170 43 No Travel_Rarely 1291 Research & Development
## 1171 35 Yes Travel_Frequently 880 Sales
## 1172 38 No Travel_Frequently 1189 Research & Development
## 1173 29 No Travel_Rarely 991 Sales
## 1174 33 No Travel_Rarely 392 Sales
## 1175 32 No Travel_Rarely 977 Research & Development
## 1176 31 No Travel_Rarely 1112 Sales
## 1177 49 No Travel_Rarely 464 Research & Development
## 1178 38 No Travel_Frequently 148 Research & Development
## 1179 47 No Travel_Rarely 1225 Sales
## 1180 49 No Travel_Rarely 809 Research & Development
## 1181 41 No Travel_Rarely 1206 Sales
## 1182 20 No Travel_Rarely 727 Sales
## 1183 33 No Non-Travel 530 Sales
## 1184 36 No Travel_Rarely 1351 Research & Development
## 1185 44 No Travel_Rarely 528 Human Resources
## 1186 23 Yes Travel_Rarely 1320 Research & Development
## 1187 38 No Travel_Rarely 1495 Research & Development
## 1188 53 No Travel_Rarely 1395 Research & Development
## 1189 48 Yes Travel_Frequently 708 Sales
## 1190 32 Yes Travel_Rarely 1259 Research & Development
## 1191 26 No Non-Travel 786 Research & Development
## 1192 55 No Travel_Rarely 1441 Research & Development
## 1193 34 No Travel_Rarely 1157 Research & Development
## 1194 60 No Travel_Rarely 370 Research & Development
## 1195 33 No Travel_Rarely 267 Research & Development
## 1196 37 No Travel_Frequently 1278 Sales
## 1197 34 No Travel_Rarely 678 Research & Development
## 1198 23 Yes Travel_Rarely 427 Sales
## 1199 44 No Travel_Rarely 921 Research & Development
## 1200 35 No Travel_Frequently 146 Research & Development
## 1201 43 No Travel_Rarely 1179 Sales
## 1202 24 No Travel_Rarely 581 Research & Development
## 1203 41 No Travel_Rarely 918 Sales
## 1204 29 No Travel_Rarely 1082 Research & Development
## 1205 36 No Travel_Rarely 530 Sales
## 1206 45 No Non-Travel 1238 Research & Development
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## 1208 47 Yes Travel_Frequently 1093 Sales
## 1209 26 No Travel_Rarely 390 Research & Development
## 1210 45 No Travel_Rarely 1005 Research & Development
## 1211 32 No Travel_Frequently 585 Research & Development
## 1212 31 No Travel_Rarely 741 Research & Development
## 1213 41 No Non-Travel 552 Human Resources
## 1214 40 No Travel_Rarely 369 Research & Development
## 1215 24 No Travel_Rarely 506 Research & Development
## 1216 46 No Travel_Rarely 717 Research & Development
## 1217 35 No Travel_Rarely 1370 Research & Development
## 1218 30 No Travel_Rarely 793 Research & Development
## 1219 47 No Non-Travel 543 Sales
## 1220 46 No Travel_Rarely 1277 Sales
## 1221 36 Yes Travel_Rarely 1456 Sales
## 1222 32 Yes Travel_Rarely 964 Sales
## 1223 23 No Travel_Rarely 160 Research & Development
## 1224 31 No Travel_Frequently 163 Research & Development
## 1225 39 No Non-Travel 792 Research & Development
## 1226 32 No Travel_Rarely 371 Sales
## 1227 40 No Travel_Rarely 611 Sales
## 1228 45 No Travel_Rarely 176 Human Resources
## 1229 30 No Travel_Frequently 1312 Research & Development
## 1230 24 No Travel_Frequently 897 Human Resources
## 1231 30 Yes Travel_Frequently 600 Human Resources
## 1232 31 No Travel_Rarely 1003 Sales
## 1233 27 No Travel_Rarely 1054 Research & Development
## 1234 29 Yes Travel_Rarely 428 Sales
## 1235 29 No Travel_Frequently 461 Research & Development
## 1236 30 No Travel_Rarely 979 Sales
## 1237 34 No Travel_Rarely 181 Research & Development
## 1238 33 No Non-Travel 1283 Sales
## 1239 49 No Travel_Rarely 1313 Sales
## 1240 33 Yes Travel_Rarely 211 Sales
## 1241 38 No Travel_Frequently 594 Research & Development
## 1242 31 Yes Travel_Rarely 1079 Sales
## 1243 29 No Travel_Rarely 590 Research & Development
## 1244 30 No Travel_Rarely 305 Research & Development
## 1245 32 No Non-Travel 953 Research & Development
## 1246 38 No Travel_Rarely 833 Research & Development
## 1247 43 Yes Travel_Frequently 807 Research & Development
## 1248 42 No Travel_Rarely 855 Research & Development
## 1249 55 No Travel_Rarely 478 Research & Development
## 1250 33 No Non-Travel 775 Research & Development
## 1251 41 No Travel_Rarely 548 Research & Development
## 1252 34 No Non-Travel 1375 Sales
## 1253 53 No Non-Travel 661 Research & Development
## 1254 43 No Travel_Rarely 244 Human Resources
## 1255 34 No Travel_Rarely 511 Sales
## 1256 21 Yes Travel_Rarely 337 Sales
## 1257 38 No Travel_Rarely 1153 Research & Development
## 1258 22 Yes Travel_Rarely 1294 Research & Development
## 1259 31 No Travel_Rarely 196 Sales
## 1260 51 No Travel_Rarely 942 Research & Development
## 1261 37 No Travel_Rarely 589 Sales
## 1262 46 No Travel_Rarely 734 Research & Development
## 1263 36 No Travel_Rarely 1383 Research & Development
## 1264 44 Yes Travel_Frequently 429 Research & Development
## 1265 37 No Travel_Rarely 1239 Human Resources
## 1266 35 Yes Travel_Rarely 303 Sales
## 1267 33 No Travel_Rarely 867 Research & Development
## 1268 28 No Travel_Rarely 1181 Research & Development
## 1269 39 No Travel_Rarely 1253 Research & Development
## 1270 46 No Non-Travel 849 Sales
## 1271 40 No Travel_Rarely 616 Research & Development
## 1272 42 No Travel_Rarely 1128 Research & Development
## 1273 35 No Non-Travel 1180 Research & Development
## 1274 38 No Non-Travel 1336 Human Resources
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## 1276 37 Yes Travel_Rarely 370 Research & Development
## 1277 39 No Travel_Frequently 766 Sales
## 1278 43 No Non-Travel 343 Research & Development
## 1279 41 No Travel_Rarely 447 Research & Development
## 1280 41 No Travel_Rarely 796 Sales
## 1281 30 No Travel_Rarely 1092 Research & Development
## 1282 26 Yes Travel_Rarely 920 Human Resources
## 1283 46 Yes Travel_Rarely 261 Research & Development
## 1284 40 No Travel_Rarely 1194 Research & Development
## 1285 34 No Travel_Rarely 810 Sales
## 1286 58 No Non-Travel 350 Sales
## 1287 35 No Travel_Rarely 185 Research & Development
## 1288 47 No Travel_Rarely 1001 Research & Development
## 1289 40 No Travel_Rarely 750 Research & Development
## 1290 54 No Travel_Rarely 431 Research & Development
## 1291 31 No Travel_Frequently 1125 Sales
## 1292 28 No Travel_Rarely 1217 Research & Development
## 1293 38 No Travel_Rarely 723 Sales
## 1294 26 No Travel_Rarely 572 Sales
## 1295 58 No Travel_Frequently 1216 Research & Development
## 1296 31 Yes Travel_Rarely 359 Human Resources
## 1297 29 Yes Travel_Rarely 350 Human Resources
## 1298 45 No Non-Travel 589 Sales
## 1299 36 No Travel_Rarely 430 Research & Development
## 1300 43 No Travel_Frequently 1422 Sales
## 1301 27 No Travel_Frequently 1297 Research & Development
## 1302 29 No Travel_Frequently 574 Research & Development
## 1303 32 No Travel_Frequently 1318 Sales
## 1304 42 No Non-Travel 355 Research & Development
## 1305 47 No Travel_Rarely 207 Research & Development
## 1306 46 No Travel_Rarely 706 Research & Development
## 1307 28 No Non-Travel 280 Human Resources
## 1308 29 No Travel_Rarely 726 Research & Development
## 1309 42 No Travel_Rarely 1142 Research & Development
## 1310 32 Yes Travel_Rarely 414 Sales
## 1311 46 No Travel_Rarely 1319 Sales
## 1312 27 No Travel_Rarely 728 Sales
## 1313 29 No Travel_Rarely 352 Human Resources
## 1314 43 No Travel_Rarely 823 Research & Development
## 1315 48 No Travel_Rarely 1224 Research & Development
## 1316 29 Yes Travel_Frequently 459 Research & Development
## 1317 46 Yes Travel_Rarely 1254 Sales
## 1318 27 No Travel_Frequently 1131 Research & Development
## 1319 39 No Travel_Rarely 835 Research & Development
## 1320 55 No Travel_Rarely 836 Research & Development
## 1321 28 No Travel_Rarely 1172 Sales
## 1322 30 Yes Travel_Rarely 945 Sales
## 1323 22 Yes Travel_Rarely 391 Research & Development
## 1324 36 No Travel_Rarely 1266 Sales
## 1325 31 No Travel_Rarely 311 Research & Development
## 1326 34 No Travel_Rarely 1480 Sales
## 1327 29 No Travel_Rarely 592 Research & Development
## 1328 37 No Travel_Rarely 783 Research & Development
## 1329 35 No Travel_Rarely 219 Research & Development
## 1330 45 No Travel_Rarely 556 Research & Development
## 1331 36 No Travel_Frequently 1213 Human Resources
## 1332 40 No Travel_Rarely 1137 Research & Development
## 1333 26 No Travel_Rarely 482 Research & Development
## 1334 27 No Travel_Rarely 511 Sales
## 1335 48 No Travel_Frequently 117 Research & Development
## 1336 44 No Travel_Rarely 170 Research & Development
## 1337 34 Yes Non-Travel 967 Research & Development
## 1338 56 Yes Travel_Rarely 1162 Research & Development
## 1339 36 No Travel_Rarely 335 Sales
## 1340 41 No Travel_Rarely 337 Sales
## 1341 42 No Travel_Rarely 1396 Research & Development
## 1342 31 No Travel_Rarely 1079 Sales
## 1343 34 No Travel_Rarely 735 Sales
## 1344 31 No Travel_Rarely 471 Research & Development
## 1345 26 No Travel_Frequently 1096 Research & Development
## 1346 45 No Travel_Frequently 1297 Research & Development
## 1347 33 No Travel_Rarely 217 Sales
## 1348 28 No Travel_Frequently 783 Sales
## 1349 29 Yes Travel_Frequently 746 Sales
## 1350 39 No Non-Travel 1251 Sales
## 1351 27 No Travel_Rarely 1354 Research & Development
## 1352 34 No Travel_Frequently 735 Research & Development
## 1353 28 Yes Travel_Rarely 1475 Sales
## 1354 47 No Non-Travel 1169 Research & Development
## 1355 56 No Travel_Rarely 1443 Sales
## 1356 39 No Travel_Rarely 867 Research & Development
## 1357 38 No Travel_Frequently 1394 Research & Development
## 1358 58 No Travel_Rarely 605 Sales
## 1359 32 Yes Travel_Frequently 238 Research & Development
## 1360 38 No Travel_Rarely 1206 Research & Development
## 1361 49 No Travel_Frequently 1064 Research & Development
## 1362 42 No Travel_Rarely 419 Sales
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## 1366 31 No Non-Travel 976 Research & Development
## 1367 36 No Non-Travel 1351 Research & Development
## 1368 34 No Travel_Rarely 937 Sales
## 1369 34 No Travel_Rarely 1239 Sales
## 1370 26 No Travel_Rarely 157 Research & Development
## 1371 29 No Travel_Rarely 136 Research & Development
## 1372 32 No Non-Travel 1146 Research & Development
## 1373 31 No Travel_Frequently 1125 Research & Development
## 1374 28 Yes Travel_Rarely 1404 Research & Development
## 1375 38 No Travel_Rarely 1404 Sales
## 1376 35 No Travel_Rarely 1224 Sales
## 1377 27 No Travel_Rarely 954 Sales
## 1378 32 No Travel_Rarely 1373 Research & Development
## 1379 31 Yes Travel_Frequently 754 Sales
## 1380 53 Yes Travel_Rarely 1168 Sales
## 1381 54 No Travel_Rarely 155 Research & Development
## 1382 33 No Travel_Frequently 1303 Research & Development
## 1383 43 No Travel_Rarely 574 Research & Development
## 1384 38 No Travel_Frequently 1444 Human Resources
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## 1386 31 No Travel_Rarely 1276 Research & Development
## 1387 39 No Travel_Rarely 119 Sales
## 1388 42 No Non-Travel 335 Research & Development
## 1389 31 No Non-Travel 697 Research & Development
## 1390 54 No Travel_Rarely 157 Research & Development
## 1391 24 No Travel_Rarely 771 Research & Development
## 1392 23 No Travel_Rarely 571 Research & Development
## 1393 40 No Travel_Frequently 692 Research & Development
## 1394 40 No Travel_Rarely 444 Sales
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## 1396 30 No Travel_Rarely 911 Research & Development
## 1397 25 No Travel_Rarely 977 Research & Development
## 1398 47 No Travel_Rarely 1180 Research & Development
## 1399 33 No Non-Travel 1313 Research & Development
## 1400 38 No Travel_Rarely 1321 Sales
## 1401 31 No Travel_Rarely 1154 Sales
## 1402 38 No Travel_Frequently 508 Research & Development
## 1403 42 No Travel_Rarely 557 Research & Development
## 1404 41 No Travel_Rarely 642 Research & Development
## 1405 47 No Non-Travel 1162 Research & Development
## 1406 35 No Travel_Rarely 1490 Research & Development
## 1407 22 No Travel_Rarely 581 Research & Development
## 1408 35 No Travel_Rarely 1395 Research & Development
## 1409 33 No Travel_Rarely 501 Research & Development
## 1410 32 No Travel_Rarely 267 Research & Development
## 1411 40 No Travel_Rarely 543 Research & Development
## 1412 32 No Travel_Rarely 234 Sales
## 1413 39 No Travel_Rarely 116 Research & Development
## 1414 38 No Travel_Rarely 201 Research & Development
## 1415 32 No Travel_Rarely 801 Sales
## 1416 37 No Travel_Rarely 161 Research & Development
## 1417 25 No Travel_Rarely 1382 Sales
## 1418 52 No Non-Travel 585 Sales
## 1419 44 No Travel_Rarely 1037 Research & Development
## 1420 21 No Travel_Rarely 501 Sales
## 1421 39 No Non-Travel 105 Research & Development
## 1422 23 Yes Travel_Frequently 638 Sales
## 1423 36 No Travel_Rarely 557 Sales
## 1424 36 No Travel_Frequently 688 Research & Development
## 1425 56 No Non-Travel 667 Research & Development
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## 1427 42 No Travel_Rarely 300 Research & Development
## 1428 56 Yes Travel_Rarely 310 Research & Development
## 1429 41 No Travel_Rarely 582 Research & Development
## 1430 34 No Travel_Rarely 704 Sales
## 1431 36 No Non-Travel 301 Sales
## 1432 41 No Travel_Rarely 930 Sales
## 1433 32 No Travel_Rarely 529 Research & Development
## 1434 35 No Travel_Rarely 1146 Human Resources
## 1435 38 No Travel_Rarely 345 Sales
## 1436 50 Yes Travel_Frequently 878 Sales
## 1437 36 No Travel_Rarely 1120 Sales
## 1438 45 No Travel_Rarely 374 Sales
## 1439 40 No Travel_Rarely 1322 Research & Development
## 1440 35 No Travel_Frequently 1199 Research & Development
## 1441 40 No Travel_Rarely 1194 Research & Development
## 1442 35 No Travel_Rarely 287 Research & Development
## 1443 29 No Travel_Rarely 1378 Research & Development
## 1444 29 No Travel_Rarely 468 Research & Development
## 1445 50 Yes Travel_Rarely 410 Sales
## 1446 39 No Travel_Rarely 722 Sales
## 1447 31 No Non-Travel 325 Research & Development
## 1448 26 No Travel_Rarely 1167 Sales
## 1449 36 No Travel_Frequently 884 Research & Development
## 1450 39 No Travel_Rarely 613 Research & Development
## 1451 27 No Travel_Rarely 155 Research & Development
## 1452 49 No Travel_Frequently 1023 Sales
## 1453 34 No Travel_Rarely 628 Research & Development
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## 381 Laboratory Technician 1 Divorced 3034
## 382 Sales Executive 2 Divorced 5715
## 383 Laboratory Technician 1 Divorced 2576
## 384 Manufacturing Director 2 Single 4197
## 385 Research Director 2 Divorced 14336
## 386 Laboratory Technician 3 Married 3448
## 387 Research Director 1 Married 19406
## 388 Sales Executive 3 Married 6538
## 389 Manufacturing Director 1 Married 4306
## 390 Laboratory Technician 4 Married 2258
## 391 Healthcare Representative 3 Divorced 4522
## 392 Sales Executive 4 Single 4487
## 393 Research Scientist 3 Married 4449
## 394 Laboratory Technician 1 Married 2218
## 395 Manager 3 Divorced 19197
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## 397 Sales Executive 3 Single 6577
## 398 Sales Executive 1 Married 8392
## 399 Laboratory Technician 1 Divorced 4558
## 400 Laboratory Technician 1 Married 4031
## 401 Manufacturing Director 3 Married 7969
## 402 Research Scientist 4 Married 2654
## 403 Manager 4 Married 16555
## 404 Research Scientist 3 Divorced 4556
## 405 Manufacturing Director 4 Single 6091
## 406 Manager 1 Married 19566
## 407 Manufacturing Director 3 Divorced 4810
## 408 Healthcare Representative 4 Married 4523
## 409 Sales Representative 2 Single 3202
## 410 Sales Representative 3 Divorced 2351
## 411 Laboratory Technician 4 Married 1702
## 412 Manager 3 Married 18041
## 413 Research Scientist 4 Divorced 2886
## 414 Laboratory Technician 4 Married 2097
## 415 Research Director 3 Married 11935
## 416 Research Scientist 2 Married 2546
## 417 Sales Executive 1 Married 8412
## 418 Manager 4 Divorced 14118
## 419 Manager 3 Married 17046
## 420 Laboratory Technician 4 Single 2564
## 421 Sales Executive 1 Married 10266
## 422 Manufacturing Director 4 Divorced 5070
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## 424 Laboratory Technician 3 Single 4230
## 425 Laboratory Technician 3 Single 3780
## 426 Research Scientist 3 Divorced 2768
## 427 Sales Executive 4 Married 9071
## 428 Manufacturing Director 2 Divorced 10648
## 429 Manager 3 Married 13610
## 430 Laboratory Technician 4 Divorced 3408
## 431 Sales Representative 2 Single 2983
## 432 Healthcare Representative 3 Married 7632
## 433 Healthcare Representative 3 Married 9824
## 434 Human Resources 1 Divorced 9950
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## 437 Laboratory Technician 3 Single 3894
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## 442 Manufacturing Director 3 Single 13237
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## 444 Sales Executive 4 Single 6582
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## 460 Sales Executive 2 Divorced 8834
## 461 Research Scientist 1 Divorced 5577
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## 486 Human Resources 3 Single 5985
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## 491 Research Scientist 3 Married 2773
## 492 Sales Executive 3 Divorced 7104
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## 494 Research Scientist 3 Divorced 2083
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## 499 Manufacturing Director 3 Married 9434
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## 503 Human Resources 2 Married 10725
## 504 Manufacturing Director 2 Divorced 8847
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## 506 Research Scientist 3 Single 1009
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## 509 Research Scientist 1 Married 2819
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## 512 Research Scientist 4 Divorced 2720
## 513 Sales Executive 2 Married 8120
## 514 Sales Executive 4 Divorced 4647
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## 517 Healthcare Representative 2 Single 8621
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## 528 Manager 4 Divorced 19141
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## 537 Sales Executive 3 Divorced 13770
## 538 Sales Executive 4 Divorced 5304
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## 547 Healthcare Representative 1 Single 6811
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## 550 Healthcare Representative 1 Divorced 5093
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## 558 Research Scientist 3 Single 3505
## 559 Sales Executive 3 Single 6397
## 560 Sales Executive 4 Single 6274
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## 567 Research Scientist 4 Single 3280
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## 577 Manager 4 Divorced 18430
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## 579 Laboratory Technician 2 Divorced 2694
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## 612 Sales Executive 1 Divorced 4037
## 613 Research Scientist 1 Single 2559
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## 615 Sales Executive 4 Divorced 4403
## 616 Research Scientist 4 Divorced 3761
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## 653 Laboratory Technician 4 Divorced 2380
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## TotalWorkingYears TrainingTimesLastYear WorkLifeBalance YearsAtCompany
## 1 8 0 1 6
## 2 10 3 3 10
## 3 7 3 3 0
## 4 8 3 3 8
## 5 6 3 3 2
## 6 8 2 2 7
## 7 12 3 2 1
## 8 1 2 3 1
## 9 10 2 3 9
## 10 17 3 2 7
## 11 6 5 3 5
## 12 10 3 3 9
## 13 5 1 2 5
## 14 3 2 3 2
## 15 6 4 3 4
## 16 10 1 3 10
## 17 7 5 2 6
## 18 1 2 2 1
## 19 31 3 3 25
## 20 6 3 3 3
## 21 5 5 2 4
## 22 10 4 3 5
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## 1409 7 8 1
## 1410 2 4 1
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## 1413 7 1 7
## 1414 16 1 11
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## 1416 11 6 8
## 1417 3 0 4
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## 1419 3 1 2
## 1420 2 1 2
## 1421 0 1 3
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## 1424 2 0 2
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## 1426 2 2 2
## 1427 6 4 14
## 1428 9 9 8
## 1429 7 0 10
## 1430 7 1 7
## 1431 12 11 11
## 1432 4 0 4
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## 1435 7 1 9
## 1436 3 0 1
## 1437 3 0 0
## 1438 3 0 1
## 1439 2 2 2
## 1440 2 0 2
## 1441 3 0 2
## 1442 3 1 1
## 1443 3 0 3
## 1444 4 0 4
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## 1447 4 1 7
## 1448 2 0 0
## 1449 2 0 3
## 1450 7 1 7
## 1451 2 0 3
## 1452 6 0 8
## 1453 3 1 2#New column based on a for loop
Young_or_Old <- vector("double", length = nrow(hr))
for (i in 1:nrow(hr)) {
if (hr$Age[i] >= 30) {
Young_or_Old[i] <- "Over 30"
} else {
Young_or_Old[i] <- "Under 30"
}
}
hr$AgeGroup <- Young_or_Old
print(hr)## Age Attrition BusinessTravel DailyRate Department
## 1 41 Yes Travel_Rarely 1102 Sales
## 2 49 No Travel_Frequently 279 Research & Development
## 3 37 Yes Travel_Rarely 1373 Research & Development
## 4 33 No Travel_Frequently 1392 Research & Development
## 5 27 No Travel_Rarely 591 Research & Development
## 6 32 No Travel_Frequently 1005 Research & Development
## 7 59 No Travel_Rarely 1324 Research & Development
## 8 30 No Travel_Rarely 1358 Research & Development
## 9 38 No Travel_Frequently 216 Research & Development
## 10 36 No Travel_Rarely 1299 Research & Development
## 11 35 No Travel_Rarely 809 Research & Development
## 12 29 No Travel_Rarely 153 Research & Development
## 13 31 No Travel_Rarely 670 Research & Development
## 14 34 No Travel_Rarely 1346 Research & Development
## 15 28 Yes Travel_Rarely 103 Research & Development
## 16 29 No Travel_Rarely 1389 Research & Development
## 17 32 No Travel_Rarely 334 Research & Development
## 18 22 No Non-Travel 1123 Research & Development
## 19 53 No Travel_Rarely 1219 Sales
## 20 38 No Travel_Rarely 371 Research & Development
## 21 24 No Non-Travel 673 Research & Development
## 22 36 Yes Travel_Rarely 1218 Sales
## 23 34 No Travel_Rarely 419 Research & Development
## 24 21 No Travel_Rarely 391 Research & Development
## 25 34 Yes Travel_Rarely 699 Research & Development
## 26 53 No Travel_Rarely 1282 Research & Development
## 27 32 Yes Travel_Frequently 1125 Research & Development
## 28 42 No Travel_Rarely 691 Sales
## 29 44 No Travel_Rarely 477 Research & Development
## 30 46 No Travel_Rarely 705 Sales
## 31 33 No Travel_Rarely 924 Research & Development
## 32 44 No Travel_Rarely 1459 Research & Development
## 33 30 No Travel_Rarely 125 Research & Development
## 34 39 Yes Travel_Rarely 895 Sales
## 35 24 Yes Travel_Rarely 813 Research & Development
## 36 43 No Travel_Rarely 1273 Research & Development
## 37 50 Yes Travel_Rarely 869 Sales
## 38 35 No Travel_Rarely 890 Sales
## 39 36 No Travel_Rarely 852 Research & Development
## 40 33 No Travel_Frequently 1141 Sales
## 41 35 No Travel_Rarely 464 Research & Development
## 42 27 No Travel_Rarely 1240 Research & Development
## 43 26 Yes Travel_Rarely 1357 Research & Development
## 44 27 No Travel_Frequently 994 Sales
## 45 30 No Travel_Frequently 721 Research & Development
## 46 41 Yes Travel_Rarely 1360 Research & Development
## 47 34 No Non-Travel 1065 Sales
## 48 37 No Travel_Rarely 408 Research & Development
## 49 46 No Travel_Frequently 1211 Sales
## 50 35 No Travel_Rarely 1229 Research & Development
## 51 48 Yes Travel_Rarely 626 Research & Development
## 52 28 Yes Travel_Rarely 1434 Research & Development
## 53 44 No Travel_Rarely 1488 Sales
## 54 35 No Non-Travel 1097 Research & Development
## 55 26 No Travel_Rarely 1443 Sales
## 56 33 No Travel_Frequently 515 Research & Development
## 57 35 No Travel_Frequently 853 Sales
## 58 35 No Travel_Rarely 1142 Research & Development
## 59 31 No Travel_Rarely 655 Research & Development
## 60 37 No Travel_Rarely 1115 Research & Development
## 61 32 No Travel_Rarely 427 Research & Development
## 62 38 No Travel_Frequently 653 Research & Development
## 63 50 No Travel_Rarely 989 Research & Development
## 64 59 No Travel_Rarely 1435 Sales
## 65 36 No Travel_Rarely 1223 Research & Development
## 66 55 No Travel_Rarely 836 Research & Development
## 67 36 No Travel_Frequently 1195 Research & Development
## 68 45 No Travel_Rarely 1339 Research & Development
## 69 35 No Travel_Frequently 664 Research & Development
## 70 36 Yes Travel_Rarely 318 Research & Development
## 71 59 No Travel_Frequently 1225 Sales
## 72 29 No Travel_Rarely 1328 Research & Development
## 73 31 No Travel_Rarely 1082 Research & Development
## 74 32 No Travel_Rarely 548 Research & Development
## 75 36 No Travel_Rarely 132 Research & Development
## 76 31 No Travel_Rarely 746 Research & Development
## 77 35 No Travel_Rarely 776 Sales
## 78 45 No Travel_Rarely 193 Research & Development
## 79 37 No Travel_Rarely 397 Research & Development
## 80 46 No Travel_Rarely 945 Human Resources
## 81 30 No Travel_Rarely 852 Research & Development
## 82 35 No Travel_Rarely 1214 Research & Development
## 83 55 No Travel_Rarely 111 Sales
## 84 38 No Non-Travel 573 Research & Development
## 85 34 No Travel_Rarely 1153 Research & Development
## 86 56 No Travel_Rarely 1400 Research & Development
## 87 23 No Travel_Rarely 541 Sales
## 88 51 No Travel_Rarely 432 Research & Development
## 89 30 No Travel_Rarely 288 Research & Development
## 90 46 Yes Travel_Rarely 669 Sales
## 91 40 No Travel_Frequently 530 Research & Development
## 92 51 No Travel_Rarely 632 Sales
## 93 30 No Travel_Rarely 1334 Sales
## 94 46 No Travel_Frequently 638 Research & Development
## 95 32 No Travel_Rarely 1093 Sales
## 96 54 No Travel_Rarely 1217 Research & Development
## 97 24 No Travel_Rarely 1353 Sales
## 98 28 No Non-Travel 120 Sales
## 99 58 No Travel_Rarely 682 Sales
## 100 44 No Non-Travel 489 Research & Development
## 101 37 Yes Travel_Rarely 807 Human Resources
## 102 32 No Travel_Rarely 827 Research & Development
## 103 20 Yes Travel_Frequently 871 Research & Development
## 104 34 No Travel_Rarely 665 Research & Development
## 105 37 No Non-Travel 1040 Research & Development
## 106 59 No Non-Travel 1420 Human Resources
## 107 50 No Travel_Frequently 1115 Research & Development
## 108 25 Yes Travel_Rarely 240 Sales
## 109 25 No Travel_Rarely 1280 Research & Development
## 110 22 No Travel_Rarely 534 Research & Development
## 111 51 No Travel_Frequently 1456 Research & Development
## 112 34 Yes Travel_Frequently 658 Research & Development
## 113 54 No Non-Travel 142 Human Resources
## 114 24 No Travel_Rarely 1127 Research & Development
## 115 34 No Travel_Rarely 1031 Research & Development
## 116 37 No Travel_Rarely 1189 Sales
## 117 34 No Travel_Rarely 1354 Research & Development
## 118 36 No Travel_Frequently 1467 Sales
## 119 36 No Travel_Rarely 922 Research & Development
## 120 43 No Travel_Frequently 394 Sales
## 121 30 No Travel_Frequently 1312 Research & Development
## 122 33 No Non-Travel 750 Sales
## 123 56 Yes Travel_Rarely 441 Research & Development
## 124 51 No Travel_Rarely 684 Research & Development
## 125 31 Yes Travel_Rarely 249 Sales
## 126 26 No Travel_Rarely 841 Research & Development
## 127 58 Yes Travel_Rarely 147 Research & Development
## 128 19 Yes Travel_Rarely 528 Sales
## 129 22 No Travel_Rarely 594 Research & Development
## 130 49 No Travel_Rarely 470 Research & Development
## 131 43 No Travel_Frequently 957 Research & Development
## 132 50 No Travel_Frequently 809 Sales
## 133 31 Yes Travel_Rarely 542 Sales
## 134 41 No Travel_Rarely 802 Sales
## 135 26 No Travel_Rarely 1355 Human Resources
## 136 36 No Travel_Rarely 216 Research & Development
## 137 51 Yes Travel_Frequently 1150 Research & Development
## 138 39 No Travel_Rarely 1329 Sales
## 139 25 No Travel_Rarely 959 Sales
## 140 30 No Travel_Rarely 1240 Human Resources
## 141 32 Yes Travel_Rarely 1033 Research & Development
## 142 45 No Travel_Rarely 1316 Research & Development
## 143 38 No Travel_Rarely 364 Research & Development
## 144 30 No Travel_Rarely 438 Research & Development
## 145 32 No Travel_Frequently 689 Sales
## 146 30 No Travel_Rarely 201 Research & Development
## 147 30 No Travel_Rarely 1427 Research & Development
## 148 41 No Travel_Frequently 857 Research & Development
## 149 41 No Travel_Rarely 933 Research & Development
## 150 19 No Travel_Rarely 1181 Research & Development
## 151 40 No Travel_Frequently 1395 Research & Development
## 152 35 No Travel_Rarely 662 Sales
## 153 53 No Travel_Rarely 1436 Sales
## 154 45 No Travel_Rarely 194 Research & Development
## 155 32 No Travel_Frequently 967 Sales
## 156 29 No Non-Travel 1496 Research & Development
## 157 51 No Travel_Rarely 1169 Research & Development
## 158 58 No Travel_Rarely 1145 Research & Development
## 159 40 No Travel_Rarely 630 Sales
## 160 34 No Travel_Frequently 303 Sales
## 161 22 No Travel_Rarely 1256 Research & Development
## 162 27 No Non-Travel 691 Research & Development
## 163 28 No Travel_Rarely 440 Research & Development
## 164 57 No Travel_Rarely 334 Research & Development
## 165 27 No Non-Travel 1450 Research & Development
## 166 50 No Travel_Rarely 1452 Research & Development
## 167 41 No Travel_Rarely 465 Research & Development
## 168 30 No Travel_Rarely 1339 Sales
## 169 38 No Travel_Rarely 702 Sales
## 170 32 No Travel_Rarely 120 Research & Development
## 171 27 No Travel_Rarely 1157 Research & Development
## 172 19 Yes Travel_Frequently 602 Sales
## 173 36 No Travel_Frequently 1480 Research & Development
## 174 30 No Non-Travel 111 Research & Development
## 175 45 No Travel_Rarely 1268 Sales
## 176 56 No Travel_Rarely 713 Research & Development
## 177 33 No Travel_Rarely 134 Research & Development
## 178 19 Yes Travel_Rarely 303 Research & Development
## 179 46 No Travel_Rarely 526 Sales
## 180 38 No Travel_Rarely 1380 Research & Development
## 181 31 No Travel_Rarely 140 Research & Development
## 182 34 No Travel_Rarely 629 Research & Development
## 183 41 Yes Travel_Rarely 1356 Sales
## 184 50 No Travel_Rarely 328 Research & Development
## 185 53 No Travel_Rarely 1084 Research & Development
## 186 33 No Travel_Rarely 931 Research & Development
## 187 40 No Travel_Rarely 989 Research & Development
## 188 55 No Travel_Rarely 692 Research & Development
## 189 34 No Travel_Frequently 1069 Research & Development
## 190 51 No Travel_Rarely 313 Research & Development
## 191 52 No Travel_Rarely 699 Research & Development
## 192 27 No Travel_Rarely 894 Research & Development
## 193 35 Yes Travel_Rarely 556 Research & Development
## 194 43 No Non-Travel 1344 Research & Development
## 195 45 No Non-Travel 1195 Research & Development
## 196 37 No Travel_Rarely 290 Research & Development
## 197 35 No Travel_Frequently 138 Research & Development
## 198 42 No Non-Travel 926 Research & Development
## 199 38 No Travel_Rarely 1261 Research & Development
## 200 38 No Travel_Rarely 1084 Research & Development
## 201 27 No Travel_Frequently 472 Research & Development
## 202 49 No Non-Travel 1002 Research & Development
## 203 34 No Travel_Frequently 878 Research & Development
## 204 40 No Travel_Rarely 905 Research & Development
## 205 38 Yes Travel_Rarely 1180 Research & Development
## 206 29 Yes Travel_Rarely 121 Sales
## 207 22 No Travel_Rarely 1136 Research & Development
## 208 36 No Travel_Frequently 635 Research & Development
## 209 40 No Non-Travel 1151 Research & Development
## 210 46 No Travel_Rarely 644 Research & Development
## 211 32 Yes Travel_Rarely 1045 Sales
## 212 30 No Non-Travel 829 Research & Development
## 213 27 No Travel_Frequently 1242 Sales
## 214 51 No Travel_Rarely 1469 Research & Development
## 215 30 Yes Travel_Rarely 1005 Research & Development
## 216 41 No Travel_Rarely 896 Sales
## 217 30 Yes Travel_Frequently 334 Sales
## 218 29 Yes Travel_Rarely 992 Research & Development
## 219 45 No Non-Travel 1052 Sales
## 220 54 No Travel_Rarely 1147 Sales
## 221 36 No Travel_Rarely 1396 Research & Development
## 222 33 No Travel_Rarely 147 Research & Development
## 223 37 No Travel_Frequently 663 Research & Development
## 224 38 No Travel_Rarely 119 Sales
## 225 31 No Non-Travel 979 Research & Development
## 226 59 No Travel_Rarely 142 Research & Development
## 227 37 No Travel_Frequently 319 Sales
## 228 29 No Travel_Frequently 1413 Sales
## 229 35 No Travel_Frequently 944 Sales
## 230 29 Yes Travel_Rarely 896 Research & Development
## 231 52 No Travel_Rarely 1323 Research & Development
## 232 42 No Travel_Rarely 532 Research & Development
## 233 59 No Travel_Rarely 818 Human Resources
## 234 50 No Travel_Rarely 854 Sales
## 235 33 Yes Travel_Rarely 813 Research & Development
## 236 43 No Travel_Rarely 1034 Sales
## 237 33 Yes Travel_Rarely 465 Research & Development
## 238 52 No Non-Travel 771 Sales
## 239 32 No Travel_Rarely 1401 Sales
## 240 32 Yes Travel_Rarely 515 Research & Development
## 241 39 No Travel_Rarely 1431 Research & Development
## 242 32 No Non-Travel 976 Sales
## 243 41 No Travel_Rarely 1411 Research & Development
## 244 40 No Travel_Rarely 1300 Research & Development
## 245 45 No Travel_Rarely 252 Research & Development
## 246 31 No Travel_Frequently 1327 Research & Development
## 247 33 No Travel_Rarely 832 Research & Development
## 248 34 No Travel_Rarely 470 Research & Development
## 249 37 No Travel_Rarely 1017 Research & Development
## 250 45 No Travel_Frequently 1199 Research & Development
## 251 37 Yes Travel_Frequently 504 Research & Development
## 252 39 No Travel_Frequently 505 Research & Development
## 253 29 No Travel_Rarely 665 Research & Development
## 254 42 No Travel_Rarely 916 Research & Development
## 255 29 No Travel_Rarely 1247 Sales
## 256 25 No Travel_Rarely 685 Research & Development
## 257 42 No Travel_Rarely 269 Research & Development
## 258 40 No Travel_Rarely 1416 Research & Development
## 259 51 No Travel_Rarely 833 Research & Development
## 260 31 Yes Travel_Frequently 307 Research & Development
## 261 32 No Travel_Frequently 1311 Research & Development
## 262 38 No Non-Travel 1327 Sales
## 263 32 No Travel_Rarely 128 Research & Development
## 264 46 No Travel_Rarely 488 Sales
## 265 28 Yes Travel_Rarely 529 Research & Development
## 266 29 No Travel_Rarely 1210 Sales
## 267 31 No Travel_Rarely 1463 Research & Development
## 268 25 No Non-Travel 675 Research & Development
## 269 45 No Travel_Rarely 1385 Research & Development
## 270 36 No Travel_Rarely 1403 Research & Development
## 271 55 No Travel_Rarely 452 Research & Development
## 272 47 Yes Non-Travel 666 Research & Development
## 273 28 No Travel_Rarely 1158 Research & Development
## 274 37 No Travel_Rarely 228 Sales
## 275 21 No Travel_Rarely 996 Research & Development
## 276 37 No Non-Travel 728 Research & Development
## 277 35 No Travel_Rarely 1315 Research & Development
## 278 38 No Travel_Rarely 322 Sales
## 279 26 No Travel_Frequently 1479 Research & Development
## 280 50 No Travel_Rarely 797 Research & Development
## 281 53 No Travel_Rarely 1070 Research & Development
## 282 42 No Travel_Rarely 635 Sales
## 283 29 No Travel_Frequently 442 Sales
## 284 55 No Travel_Rarely 147 Research & Development
## 285 26 No Travel_Frequently 496 Research & Development
## 286 37 No Travel_Rarely 1372 Research & Development
## 287 44 Yes Travel_Frequently 920 Research & Development
## 288 38 No Travel_Rarely 688 Research & Development
## 289 26 Yes Travel_Rarely 1449 Research & Development
## 290 28 No Travel_Rarely 1117 Research & Development
## 291 49 No Travel_Frequently 636 Research & Development
## 292 36 No Travel_Rarely 506 Research & Development
## 293 31 No Travel_Frequently 444 Sales
## 294 26 Yes Travel_Rarely 950 Sales
## 295 37 No Travel_Frequently 889 Research & Development
## 296 42 No Travel_Frequently 555 Sales
## 297 18 Yes Travel_Rarely 230 Research & Development
## 298 35 No Travel_Rarely 1232 Sales
## 299 36 No Travel_Frequently 566 Research & Development
## 300 51 No Travel_Rarely 1302 Research & Development
## 301 41 No Travel_Rarely 334 Sales
## 302 18 No Travel_Rarely 812 Sales
## 303 28 No Travel_Rarely 1476 Research & Development
## 304 31 No Travel_Rarely 218 Sales
## 305 39 No Travel_Rarely 1132 Research & Development
## 306 36 No Non-Travel 1105 Research & Development
## 307 32 No Travel_Rarely 906 Sales
## 308 38 No Travel_Rarely 849 Research & Development
## 309 58 No Non-Travel 390 Research & Development
## 310 31 No Travel_Rarely 691 Research & Development
## 311 31 No Travel_Rarely 106 Human Resources
## 312 45 No Travel_Frequently 1249 Research & Development
## 313 31 No Travel_Rarely 192 Research & Development
## 314 33 No Travel_Frequently 553 Research & Development
## 315 39 No Travel_Rarely 117 Research & Development
## 316 43 No Travel_Frequently 185 Research & Development
## 317 49 No Travel_Rarely 1091 Research & Development
## 318 52 Yes Travel_Rarely 723 Research & Development
## 319 27 No Travel_Rarely 1220 Research & Development
## 320 32 No Travel_Rarely 588 Sales
## 321 27 No Travel_Rarely 1377 Sales
## 322 31 No Travel_Rarely 691 Sales
## 323 32 No Travel_Rarely 1018 Research & Development
## 324 28 Yes Travel_Rarely 1157 Research & Development
## 325 30 No Travel_Rarely 1275 Research & Development
## 326 31 No Travel_Frequently 798 Research & Development
## 327 39 No Travel_Frequently 672 Research & Development
## 328 39 Yes Travel_Rarely 1162 Sales
## 329 33 No Travel_Frequently 508 Sales
## 330 47 No Travel_Rarely 1482 Research & Development
## 331 43 No Travel_Frequently 559 Research & Development
## 332 27 No Non-Travel 210 Sales
## 333 54 No Travel_Frequently 928 Research & Development
## 334 43 No Travel_Rarely 1001 Research & Development
## 335 45 No Travel_Rarely 549 Research & Development
## 336 40 No Travel_Rarely 1124 Sales
## 337 29 Yes Travel_Rarely 318 Research & Development
## 338 29 No Travel_Rarely 738 Research & Development
## 339 30 No Travel_Rarely 570 Sales
## 340 27 No Travel_Rarely 1130 Sales
## 341 37 No Travel_Rarely 1192 Research & Development
## 342 38 No Travel_Rarely 343 Research & Development
## 343 31 No Travel_Rarely 1232 Research & Development
## 344 29 No Travel_Rarely 144 Sales
## 345 35 No Travel_Rarely 1296 Research & Development
## 346 23 No Travel_Rarely 1309 Research & Development
## 347 41 No Travel_Rarely 483 Research & Development
## 348 47 No Travel_Frequently 1309 Sales
## 349 42 No Travel_Rarely 810 Research & Development
## 350 29 No Non-Travel 746 Sales
## 351 42 No Travel_Rarely 544 Human Resources
## 352 32 No Travel_Rarely 1062 Research & Development
## 353 48 No Travel_Rarely 530 Sales
## 354 37 No Travel_Rarely 1319 Research & Development
## 355 30 No Non-Travel 641 Sales
## 356 26 No Travel_Rarely 933 Sales
## 357 42 No Travel_Rarely 1332 Research & Development
## 358 21 Yes Travel_Frequently 756 Sales
## 359 36 No Non-Travel 845 Sales
## 360 36 No Travel_Frequently 541 Sales
## 361 57 No Travel_Rarely 593 Research & Development
## 362 40 No Travel_Rarely 1171 Research & Development
## 363 21 No Non-Travel 895 Sales
## 364 33 Yes Travel_Rarely 350 Sales
## 365 37 No Travel_Rarely 921 Research & Development
## 366 46 No Non-Travel 1144 Research & Development
## 367 41 Yes Travel_Frequently 143 Sales
## 368 50 No Travel_Rarely 1046 Research & Development
## 369 40 Yes Travel_Rarely 575 Sales
## 370 31 No Travel_Rarely 408 Research & Development
## 371 21 Yes Travel_Rarely 156 Sales
## 372 29 No Travel_Rarely 1283 Research & Development
## 373 35 No Travel_Rarely 755 Research & Development
## 374 27 No Travel_Rarely 1469 Research & Development
## 375 28 No Travel_Rarely 304 Sales
## 376 49 No Travel_Rarely 1261 Research & Development
## 377 51 No Travel_Rarely 1178 Sales
## 378 36 No Travel_Rarely 329 Research & Development
## 379 34 Yes Non-Travel 1362 Sales
## 380 55 No Travel_Rarely 1311 Research & Development
## 381 24 No Travel_Rarely 1371 Sales
## 382 30 No Travel_Rarely 202 Sales
## 383 26 Yes Travel_Frequently 575 Research & Development
## 384 22 No Travel_Rarely 253 Research & Development
## 385 36 No Travel_Rarely 164 Sales
## 386 30 Yes Travel_Frequently 464 Research & Development
## 387 37 No Travel_Rarely 1107 Research & Development
## 388 40 No Travel_Rarely 759 Sales
## 389 42 No Travel_Rarely 201 Research & Development
## 390 37 No Travel_Rarely 1305 Research & Development
## 391 43 No Travel_Rarely 982 Research & Development
## 392 40 No Travel_Rarely 555 Research & Development
## 393 54 No Travel_Rarely 821 Research & Development
## 394 34 No Non-Travel 1381 Sales
## 395 31 No Travel_Rarely 480 Research & Development
## 396 43 No Travel_Frequently 313 Research & Development
## 397 43 No Travel_Rarely 1473 Research & Development
## 398 25 No Travel_Rarely 891 Sales
## 399 37 No Non-Travel 1063 Research & Development
## 400 31 No Travel_Rarely 329 Research & Development
## 401 39 No Travel_Frequently 1218 Research & Development
## 402 56 No Travel_Frequently 906 Sales
## 403 30 No Travel_Rarely 1082 Sales
## 404 41 No Travel_Rarely 645 Sales
## 405 28 No Travel_Rarely 1300 Research & Development
## 406 25 Yes Travel_Rarely 688 Research & Development
## 407 52 No Travel_Rarely 319 Research & Development
## 408 45 No Travel_Rarely 192 Research & Development
## 409 52 No Travel_Rarely 1490 Research & Development
## 410 42 No Travel_Frequently 532 Research & Development
## 411 30 No Travel_Rarely 317 Research & Development
## 412 60 No Travel_Rarely 422 Research & Development
## 413 46 No Travel_Rarely 1485 Research & Development
## 414 42 No Travel_Frequently 1368 Research & Development
## 415 24 Yes Travel_Rarely 1448 Sales
## 416 34 Yes Travel_Frequently 296 Sales
## 417 38 No Travel_Frequently 1490 Research & Development
## 418 40 No Travel_Rarely 1398 Sales
## 419 26 No Travel_Rarely 1349 Research & Development
## 420 30 No Non-Travel 1400 Research & Development
## 421 29 No Travel_Rarely 986 Research & Development
## 422 29 Yes Travel_Rarely 408 Research & Development
## 423 19 Yes Travel_Rarely 489 Human Resources
## 424 30 No Non-Travel 1398 Sales
## 425 57 No Travel_Rarely 210 Sales
## 426 50 No Travel_Rarely 1099 Research & Development
## 427 30 No Non-Travel 1116 Research & Development
## 428 60 No Travel_Frequently 1499 Sales
## 429 47 No Travel_Rarely 983 Research & Development
## 430 46 No Travel_Rarely 1009 Research & Development
## 431 35 No Travel_Rarely 144 Research & Development
## 432 54 No Travel_Rarely 548 Research & Development
## 433 34 No Travel_Rarely 1303 Research & Development
## 434 46 No Travel_Rarely 1125 Sales
## 435 31 No Travel_Rarely 1274 Research & Development
## 436 33 Yes Travel_Rarely 1277 Research & Development
## 437 33 Yes Travel_Rarely 587 Research & Development
## 438 30 No Travel_Rarely 413 Sales
## 439 35 No Travel_Rarely 1276 Research & Development
## 440 31 Yes Travel_Frequently 534 Research & Development
## 441 34 Yes Travel_Frequently 988 Human Resources
## 442 42 No Travel_Frequently 1474 Research & Development
## 443 36 No Non-Travel 635 Sales
## 444 22 Yes Travel_Frequently 1368 Research & Development
## 445 48 No Travel_Rarely 163 Sales
## 446 55 No Travel_Rarely 1117 Sales
## 447 41 No Non-Travel 267 Sales
## 448 35 No Travel_Rarely 619 Sales
## 449 40 No Travel_Rarely 302 Research & Development
## 450 39 No Travel_Frequently 443 Research & Development
## 451 31 No Travel_Rarely 828 Sales
## 452 42 No Travel_Rarely 319 Research & Development
## 453 45 No Travel_Rarely 561 Sales
## 454 26 Yes Travel_Frequently 426 Human Resources
## 455 29 No Travel_Rarely 232 Research & Development
## 456 33 No Travel_Rarely 922 Research & Development
## 457 31 No Travel_Rarely 688 Sales
## 458 18 Yes Travel_Frequently 1306 Sales
## 459 40 No Non-Travel 1094 Sales
## 460 41 No Non-Travel 509 Research & Development
## 461 26 No Travel_Rarely 775 Sales
## 462 35 No Travel_Rarely 195 Sales
## 463 34 No Travel_Rarely 258 Sales
## 464 26 Yes Travel_Rarely 471 Research & Development
## 465 37 No Travel_Rarely 799 Research & Development
## 466 46 No Travel_Frequently 1034 Research & Development
## 467 41 No Travel_Rarely 1276 Sales
## 468 37 No Non-Travel 142 Sales
## 469 52 No Travel_Rarely 956 Research & Development
## 470 32 Yes Non-Travel 1474 Sales
## 471 24 No Travel_Frequently 535 Sales
## 472 38 No Travel_Rarely 1495 Research & Development
## 473 37 No Travel_Rarely 446 Research & Development
## 474 49 No Travel_Rarely 1245 Research & Development
## 475 24 No Travel_Rarely 691 Research & Development
## 476 26 No Travel_Rarely 703 Sales
## 477 24 No Travel_Rarely 823 Research & Development
## 478 50 No Travel_Frequently 1246 Human Resources
## 479 25 No Travel_Rarely 622 Sales
## 480 24 Yes Travel_Frequently 1287 Research & Development
## 481 30 Yes Travel_Frequently 448 Sales
## 482 34 No Travel_Rarely 254 Research & Development
## 483 31 Yes Travel_Rarely 1365 Sales
## 484 35 No Travel_Rarely 538 Research & Development
## 485 31 No Travel_Rarely 525 Sales
## 486 27 No Travel_Rarely 798 Research & Development
## 487 37 No Travel_Rarely 558 Sales
## 488 20 No Travel_Rarely 959 Research & Development
## 489 42 No Travel_Rarely 622 Research & Development
## 490 43 No Travel_Rarely 782 Research & Development
## 491 38 No Travel_Rarely 362 Research & Development
## 492 43 No Travel_Frequently 1001 Research & Development
## 493 48 No Travel_Rarely 1236 Research & Development
## 494 44 No Travel_Rarely 1112 Human Resources
## 495 34 No Travel_Rarely 204 Sales
## 496 27 Yes Travel_Rarely 1420 Sales
## 497 21 No Travel_Rarely 1343 Sales
## 498 44 No Travel_Rarely 1315 Research & Development
## 499 22 No Travel_Rarely 604 Research & Development
## 500 33 No Travel_Rarely 1216 Sales
## 501 32 No Travel_Rarely 646 Research & Development
## 502 30 No Travel_Frequently 160 Research & Development
## 503 53 No Travel_Rarely 238 Sales
## 504 34 No Travel_Rarely 1397 Research & Development
## 505 45 Yes Travel_Frequently 306 Sales
## 506 26 No Travel_Rarely 991 Research & Development
## 507 37 No Travel_Rarely 482 Research & Development
## 508 29 No Travel_Rarely 1176 Sales
## 509 35 No Travel_Rarely 1017 Research & Development
## 510 33 No Travel_Frequently 1296 Research & Development
## 511 54 No Travel_Rarely 397 Human Resources
## 512 36 No Travel_Rarely 913 Research & Development
## 513 27 No Travel_Rarely 1115 Research & Development
## 514 20 Yes Travel_Rarely 1362 Research & Development
## 515 33 Yes Travel_Frequently 1076 Research & Development
## 516 35 No Non-Travel 727 Research & Development
## 517 23 No Travel_Rarely 885 Research & Development
## 518 25 No Travel_Rarely 810 Sales
## 519 38 No Travel_Rarely 243 Sales
## 520 29 No Travel_Frequently 806 Research & Development
## 521 48 No Travel_Rarely 817 Sales
## 522 27 No Travel_Frequently 1410 Sales
## 523 37 No Travel_Rarely 1225 Research & Development
## 524 50 No Travel_Rarely 1207 Research & Development
## 525 34 No Travel_Rarely 1442 Research & Development
## 526 24 Yes Travel_Rarely 693 Sales
## 527 39 No Travel_Rarely 408 Research & Development
## 528 32 No Travel_Rarely 929 Sales
## 529 50 Yes Travel_Frequently 562 Sales
## 530 38 No Travel_Rarely 827 Research & Development
## 531 27 No Travel_Rarely 608 Research & Development
## 532 32 No Travel_Rarely 1018 Research & Development
## 533 47 No Travel_Rarely 703 Sales
## 534 40 No Travel_Frequently 580 Sales
## 535 53 No Travel_Rarely 970 Research & Development
## 536 41 No Travel_Rarely 427 Human Resources
## 537 60 No Travel_Rarely 1179 Sales
## 538 27 No Travel_Frequently 294 Research & Development
## 539 41 No Travel_Rarely 314 Human Resources
## 540 50 No Travel_Rarely 316 Sales
## 541 28 Yes Travel_Rarely 654 Research & Development
## 542 36 No Non-Travel 427 Research & Development
## 543 38 No Travel_Rarely 168 Research & Development
## 544 44 No Non-Travel 381 Research & Development
## 545 47 No Travel_Frequently 217 Sales
## 546 30 No Travel_Rarely 501 Sales
## 547 29 No Travel_Rarely 1396 Sales
## 548 42 Yes Travel_Frequently 933 Research & Development
## 549 43 No Travel_Frequently 775 Sales
## 550 34 No Travel_Rarely 970 Research & Development
## 551 23 No Travel_Rarely 650 Research & Development
## 552 39 No Travel_Rarely 141 Human Resources
## 553 56 No Travel_Rarely 832 Research & Development
## 554 40 No Travel_Rarely 804 Research & Development
## 555 27 No Travel_Rarely 975 Research & Development
## 556 29 No Travel_Rarely 1090 Sales
## 557 53 No Travel_Rarely 346 Research & Development
## 558 35 No Non-Travel 1225 Research & Development
## 559 32 No Travel_Frequently 430 Research & Development
## 560 38 No Travel_Rarely 268 Research & Development
## 561 34 No Travel_Rarely 167 Research & Development
## 562 52 No Travel_Rarely 621 Sales
## 563 33 Yes Travel_Rarely 527 Research & Development
## 564 25 No Travel_Rarely 883 Sales
## 565 45 No Travel_Rarely 954 Sales
## 566 23 No Travel_Rarely 310 Research & Development
## 567 47 Yes Travel_Frequently 719 Sales
## 568 34 No Travel_Rarely 304 Sales
## 569 55 Yes Travel_Rarely 725 Research & Development
## 570 36 No Non-Travel 1434 Sales
## 571 52 No Non-Travel 715 Research & Development
## 572 26 No Travel_Frequently 575 Research & Development
## 573 29 No Travel_Rarely 657 Research & Development
## 574 26 Yes Travel_Rarely 1146 Sales
## 575 34 No Travel_Rarely 182 Research & Development
## 576 54 No Travel_Rarely 376 Research & Development
## 577 27 No Travel_Frequently 829 Sales
## 578 37 No Travel_Rarely 571 Research & Development
## 579 38 No Travel_Frequently 240 Research & Development
## 580 34 No Travel_Rarely 121 Research & Development
## 581 35 No Travel_Rarely 384 Sales
## 582 30 No Travel_Rarely 921 Research & Development
## 583 40 No Travel_Frequently 791 Research & Development
## 584 34 No Travel_Rarely 1111 Sales
## 585 42 No Travel_Frequently 570 Research & Development
## 586 23 Yes Travel_Rarely 1243 Research & Development
## 587 24 No Non-Travel 1092 Research & Development
## 588 52 No Travel_Rarely 1325 Research & Development
## 589 50 No Travel_Rarely 691 Research & Development
## 590 29 Yes Travel_Rarely 805 Research & Development
## 591 33 No Travel_Rarely 213 Research & Development
## 592 33 Yes Travel_Rarely 118 Sales
## 593 47 No Travel_Rarely 202 Research & Development
## 594 36 No Travel_Rarely 676 Research & Development
## 595 29 No Travel_Rarely 1252 Research & Development
## 596 58 Yes Travel_Rarely 286 Research & Development
## 597 35 No Travel_Rarely 1258 Research & Development
## 598 42 No Travel_Rarely 932 Research & Development
## 599 28 Yes Travel_Rarely 890 Research & Development
## 600 36 No Travel_Rarely 1041 Human Resources
## 601 32 No Travel_Rarely 859 Research & Development
## 602 40 No Travel_Frequently 720 Research & Development
## 603 30 No Travel_Rarely 946 Research & Development
## 604 45 No Travel_Rarely 252 Research & Development
## 605 42 No Travel_Rarely 933 Research & Development
## 606 38 No Travel_Frequently 471 Research & Development
## 607 34 No Travel_Frequently 702 Research & Development
## 608 49 Yes Travel_Rarely 1184 Sales
## 609 55 Yes Travel_Rarely 436 Sales
## 610 43 No Travel_Rarely 589 Research & Development
## 611 27 No Travel_Rarely 269 Research & Development
## 612 35 No Travel_Rarely 950 Research & Development
## 613 28 No Travel_Rarely 760 Sales
## 614 34 No Travel_Rarely 829 Human Resources
## 615 26 Yes Travel_Frequently 887 Research & Development
## 616 27 No Non-Travel 443 Research & Development
## 617 51 No Travel_Rarely 1318 Sales
## 618 44 No Travel_Rarely 625 Research & Development
## 619 25 No Travel_Rarely 180 Research & Development
## 620 33 No Travel_Rarely 586 Sales
## 621 35 No Travel_Rarely 1343 Research & Development
## 622 36 No Travel_Rarely 928 Sales
## 623 32 No Travel_Rarely 117 Sales
## 624 30 No Travel_Frequently 1012 Research & Development
## 625 53 No Travel_Rarely 661 Sales
## 626 45 No Travel_Rarely 930 Sales
## 627 32 No Travel_Rarely 638 Research & Development
## 628 52 No Travel_Frequently 890 Research & Development
## 629 37 No Travel_Rarely 342 Sales
## 630 28 No Travel_Rarely 1169 Human Resources
## 631 22 No Travel_Rarely 1230 Research & Development
## 632 44 No Travel_Rarely 986 Research & Development
## 633 42 No Travel_Frequently 1271 Research & Development
## 634 36 No Travel_Rarely 1278 Human Resources
## 635 25 No Travel_Rarely 141 Sales
## 636 35 No Travel_Rarely 607 Research & Development
## 637 35 Yes Travel_Frequently 130 Research & Development
## 638 32 No Non-Travel 300 Research & Development
## 639 25 No Travel_Rarely 583 Sales
## 640 49 No Travel_Rarely 1418 Research & Development
## 641 24 No Non-Travel 1269 Research & Development
## 642 32 No Travel_Frequently 379 Sales
## 643 38 No Travel_Rarely 395 Sales
## 644 42 No Travel_Rarely 1265 Research & Development
## 645 31 No Travel_Rarely 1222 Research & Development
## 646 29 Yes Travel_Rarely 341 Sales
## 647 53 No Travel_Rarely 868 Sales
## 648 35 No Travel_Rarely 672 Research & Development
## 649 37 No Travel_Frequently 1231 Sales
## 650 53 No Travel_Rarely 102 Research & Development
## 651 43 No Travel_Frequently 422 Research & Development
## 652 47 No Travel_Rarely 249 Sales
## 653 37 No Non-Travel 1252 Sales
## 654 50 No Non-Travel 881 Research & Development
## 655 39 No Travel_Rarely 1383 Human Resources
## 656 33 No Travel_Rarely 1075 Human Resources
## 657 32 Yes Travel_Rarely 374 Research & Development
## 658 29 No Travel_Rarely 1086 Research & Development
## 659 44 No Travel_Rarely 661 Research & Development
## 660 28 No Travel_Rarely 821 Sales
## 661 58 Yes Travel_Frequently 781 Research & Development
## 662 43 No Travel_Rarely 177 Research & Development
## 663 20 Yes Travel_Rarely 500 Sales
## 664 21 Yes Travel_Rarely 1427 Research & Development
## 665 36 No Travel_Rarely 1425 Research & Development
## 666 47 No Travel_Rarely 1454 Sales
## 667 22 Yes Travel_Rarely 617 Research & Development
## 668 41 Yes Travel_Rarely 1085 Research & Development
## 669 28 No Travel_Rarely 995 Research & Development
## 670 39 Yes Travel_Rarely 1122 Research & Development
## 671 27 No Travel_Rarely 618 Research & Development
## 672 34 No Travel_Rarely 546 Research & Development
## 673 42 No Travel_Rarely 462 Sales
## 674 33 No Travel_Rarely 1198 Research & Development
## 675 58 No Travel_Rarely 1272 Research & Development
## 676 31 No Travel_Rarely 154 Sales
## 677 35 No Travel_Rarely 1137 Research & Development
## 678 49 No Travel_Rarely 527 Research & Development
## 679 48 No Travel_Rarely 1469 Research & Development
## 680 31 No Non-Travel 1188 Sales
## 681 36 No Travel_Rarely 188 Research & Development
## 682 38 No Travel_Rarely 1333 Research & Development
## 683 32 No Non-Travel 1184 Research & Development
## 684 25 Yes Travel_Rarely 867 Sales
## 685 40 No Travel_Rarely 658 Sales
## 686 26 No Travel_Frequently 1283 Sales
## 687 41 No Travel_Rarely 263 Research & Development
## 688 36 No Travel_Rarely 938 Research & Development
## 689 19 Yes Travel_Rarely 419 Sales
## 690 20 Yes Travel_Rarely 129 Research & Development
## 691 31 No Travel_Rarely 616 Research & Development
## 692 40 No Travel_Frequently 1469 Research & Development
## 693 32 No Travel_Rarely 498 Research & Development
## 694 36 Yes Travel_Rarely 530 Sales
## 695 33 No Travel_Rarely 1069 Research & Development
## 696 37 Yes Travel_Rarely 625 Sales
## 697 45 No Non-Travel 805 Research & Development
## 698 29 No Travel_Frequently 1404 Sales
## 699 35 No Travel_Rarely 1219 Sales
## 700 52 No Travel_Rarely 1053 Research & Development
## 701 58 Yes Travel_Rarely 289 Research & Development
## 702 53 No Travel_Rarely 1376 Sales
## 703 30 No Travel_Rarely 231 Sales
## 704 38 No Non-Travel 152 Sales
## 705 35 No Travel_Rarely 882 Sales
## 706 39 No Travel_Rarely 903 Sales
## 707 40 Yes Non-Travel 1479 Sales
## 708 47 No Travel_Frequently 1379 Research & Development
## 709 36 No Non-Travel 1229 Sales
## 710 31 Yes Non-Travel 335 Research & Development
## 711 33 No Non-Travel 722 Sales
## 712 29 Yes Travel_Rarely 906 Research & Development
## 713 33 No Travel_Rarely 461 Research & Development
## 714 45 No Travel_Rarely 974 Research & Development
## 715 50 No Travel_Rarely 1126 Research & Development
## 716 33 No Travel_Frequently 827 Research & Development
## 717 41 No Travel_Frequently 840 Research & Development
## 718 27 No Travel_Rarely 1134 Research & Development
## 719 45 No Non-Travel 248 Research & Development
## 720 47 No Travel_Rarely 955 Sales
## 721 30 Yes Travel_Rarely 138 Research & Development
## 722 50 No Travel_Rarely 939 Research & Development
## 723 38 No Travel_Frequently 1391 Research & Development
## 724 46 No Travel_Rarely 566 Research & Development
## 725 24 No Travel_Rarely 1206 Research & Development
## 726 35 Yes Travel_Rarely 622 Research & Development
## 727 31 No Travel_Frequently 853 Research & Development
## 728 18 No Non-Travel 287 Research & Development
## 729 54 No Travel_Rarely 1441 Research & Development
## 730 35 No Travel_Rarely 583 Research & Development
## 731 30 No Travel_Rarely 153 Research & Development
## 732 20 Yes Travel_Rarely 1097 Research & Development
## 733 30 Yes Travel_Frequently 109 Research & Development
## 734 26 No Travel_Rarely 1066 Research & Development
## 735 22 No Travel_Rarely 217 Research & Development
## 736 48 No Travel_Rarely 277 Research & Development
## 737 48 No Travel_Rarely 1355 Research & Development
## 738 41 No Travel_Rarely 549 Research & Development
## 739 39 No Travel_Rarely 466 Research & Development
## 740 27 No Travel_Rarely 1055 Research & Development
## 741 35 No Travel_Rarely 802 Research & Development
## 742 42 No Travel_Rarely 265 Sales
## 743 50 No Travel_Rarely 804 Research & Development
## 744 59 No Travel_Rarely 715 Research & Development
## 745 37 Yes Travel_Rarely 1141 Research & Development
## 746 55 No Travel_Frequently 135 Research & Development
## 747 41 No Non-Travel 247 Research & Development
## 748 38 No Travel_Rarely 1035 Sales
## 749 26 Yes Non-Travel 265 Sales
## 750 52 Yes Travel_Rarely 266 Sales
## 751 44 No Travel_Rarely 1448 Sales
## 752 50 No Non-Travel 145 Sales
## 753 36 Yes Travel_Rarely 885 Research & Development
## 754 39 No Travel_Frequently 945 Research & Development
## 755 33 No Non-Travel 1038 Sales
## 756 45 No Travel_Rarely 1234 Sales
## 757 32 No Non-Travel 1109 Research & Development
## 758 34 No Travel_Rarely 216 Sales
## 759 59 No Travel_Rarely 1089 Sales
## 760 45 No Travel_Rarely 788 Human Resources
## 761 53 No Travel_Frequently 124 Sales
## 762 36 Yes Travel_Rarely 660 Research & Development
## 763 26 Yes Travel_Frequently 342 Research & Development
## 764 34 No Travel_Rarely 1333 Sales
## 765 28 No Travel_Rarely 1144 Sales
## 766 38 No Travel_Frequently 1186 Research & Development
## 767 50 No Travel_Rarely 1464 Research & Development
## 768 37 No Travel_Rarely 124 Research & Development
## 769 40 No Travel_Rarely 300 Sales
## 770 26 No Travel_Frequently 921 Research & Development
## 771 46 No Travel_Rarely 430 Research & Development
## 772 54 No Travel_Rarely 1082 Sales
## 773 56 No Travel_Frequently 1240 Research & Development
## 774 36 No Travel_Rarely 796 Research & Development
## 775 55 No Non-Travel 444 Research & Development
## 776 43 No Travel_Rarely 415 Sales
## 777 20 Yes Travel_Frequently 769 Sales
## 778 21 Yes Travel_Rarely 1334 Research & Development
## 779 46 No Travel_Rarely 1003 Research & Development
## 780 51 Yes Travel_Rarely 1323 Research & Development
## 781 28 Yes Non-Travel 1366 Research & Development
## 782 26 No Travel_Rarely 192 Research & Development
## 783 30 No Travel_Rarely 1176 Research & Development
## 784 41 No Travel_Rarely 509 Research & Development
## 785 38 No Travel_Rarely 330 Research & Development
## 786 40 No Travel_Rarely 1492 Research & Development
## 787 27 No Non-Travel 1277 Research & Development
## 788 55 No Travel_Frequently 1091 Research & Development
## 789 28 No Travel_Rarely 857 Research & Development
## 790 44 Yes Travel_Rarely 1376 Human Resources
## 791 33 No Travel_Rarely 654 Research & Development
## 792 35 Yes Travel_Rarely 1204 Sales
## 793 33 Yes Travel_Frequently 827 Research & Development
## 794 28 No Travel_Rarely 895 Research & Development
## 795 34 No Travel_Frequently 618 Research & Development
## 796 37 No Travel_Rarely 309 Sales
## 797 25 Yes Travel_Rarely 1219 Research & Development
## 798 26 Yes Travel_Rarely 1330 Research & Development
## 799 33 Yes Travel_Rarely 1017 Research & Development
## 800 42 No Travel_Rarely 469 Research & Development
## 801 28 Yes Travel_Frequently 1009 Research & Development
## 802 50 Yes Travel_Frequently 959 Sales
## 803 33 No Travel_Frequently 970 Sales
## 804 34 No Non-Travel 697 Research & Development
## 805 48 No Non-Travel 1262 Research & Development
## 806 45 No Non-Travel 1050 Sales
## 807 52 No Travel_Rarely 994 Research & Development
## 808 38 No Travel_Rarely 770 Sales
## 809 29 No Travel_Rarely 1107 Research & Development
## 810 28 No Travel_Rarely 950 Research & Development
## 811 46 No Travel_Rarely 406 Sales
## 812 38 No Travel_Rarely 130 Sales
## 813 43 No Travel_Frequently 1082 Research & Development
## 814 39 Yes Travel_Frequently 203 Research & Development
## 815 40 No Travel_Rarely 1308 Research & Development
## 816 21 No Travel_Rarely 984 Research & Development
## 817 39 No Non-Travel 439 Research & Development
## 818 36 No Non-Travel 217 Research & Development
## 819 31 No Travel_Frequently 793 Sales
## 820 28 No Travel_Rarely 1451 Research & Development
## 821 35 No Travel_Frequently 1182 Sales
## 822 49 No Travel_Rarely 174 Sales
## 823 34 No Travel_Frequently 1003 Research & Development
## 824 29 No Travel_Frequently 490 Research & Development
## 825 42 No Travel_Rarely 188 Research & Development
## 826 29 No Travel_Rarely 718 Research & Development
## 827 38 No Travel_Rarely 433 Human Resources
## 828 28 No Travel_Frequently 773 Research & Development
## 829 18 Yes Non-Travel 247 Research & Development
## 830 33 Yes Travel_Rarely 603 Sales
## 831 41 No Travel_Rarely 167 Research & Development
## 832 31 Yes Travel_Frequently 874 Research & Development
## 833 37 No Travel_Rarely 367 Research & Development
## 834 27 No Travel_Rarely 199 Research & Development
## 835 34 No Travel_Rarely 1400 Sales
## 836 35 No Travel_Rarely 528 Human Resources
## 837 29 Yes Travel_Rarely 408 Sales
## 838 40 No Travel_Frequently 593 Research & Development
## 839 42 Yes Travel_Frequently 481 Sales
## 840 42 No Travel_Rarely 647 Sales
## 841 35 No Travel_Rarely 982 Research & Development
## 842 24 No Travel_Rarely 477 Research & Development
## 843 28 Yes Travel_Rarely 1485 Research & Development
## 844 26 No Travel_Rarely 1384 Research & Development
## 845 30 No Travel_Rarely 852 Sales
## 846 40 No Travel_Frequently 902 Research & Development
## 847 35 No Travel_Rarely 819 Research & Development
## 848 34 No Travel_Frequently 669 Research & Development
## 849 35 No Travel_Frequently 636 Research & Development
## 850 43 Yes Travel_Rarely 1372 Sales
## 851 32 No Non-Travel 862 Sales
## 852 56 No Travel_Rarely 718 Research & Development
## 853 29 No Travel_Rarely 1401 Research & Development
## 854 19 No Travel_Rarely 645 Research & Development
## 855 45 No Travel_Rarely 1457 Research & Development
## 856 37 No Travel_Rarely 977 Research & Development
## 857 20 No Travel_Rarely 805 Research & Development
## 858 44 Yes Travel_Rarely 1097 Research & Development
## 859 53 No Travel_Rarely 1223 Research & Development
## 860 29 No Travel_Rarely 942 Research & Development
## 861 22 Yes Travel_Frequently 1256 Research & Development
## 862 46 No Travel_Rarely 1402 Sales
## 863 44 No Non-Travel 111 Research & Development
## 864 33 No Travel_Rarely 147 Human Resources
## 865 41 Yes Non-Travel 906 Research & Development
## 866 30 No Travel_Rarely 1329 Sales
## 867 40 No Travel_Frequently 1184 Sales
## 868 50 No Travel_Frequently 1421 Research & Development
## 869 28 No Travel_Rarely 1179 Research & Development
## 870 46 No Travel_Rarely 1450 Research & Development
## 871 35 No Travel_Rarely 1361 Sales
## 872 24 Yes Travel_Rarely 984 Research & Development
## 873 33 No Travel_Frequently 1146 Sales
## 874 36 No Travel_Rarely 917 Research & Development
## 875 30 No Travel_Rarely 853 Research & Development
## 876 44 No Travel_Rarely 200 Research & Development
## 877 20 No Travel_Rarely 654 Sales
## 878 46 No Travel_Rarely 150 Research & Development
## 879 42 No Non-Travel 179 Human Resources
## 880 60 No Travel_Rarely 696 Sales
## 881 32 No Travel_Frequently 116 Research & Development
## 882 32 No Travel_Frequently 1316 Research & Development
## 883 36 No Travel_Rarely 363 Research & Development
## 884 33 No Travel_Rarely 117 Research & Development
## 885 40 No Travel_Rarely 107 Sales
## 886 25 No Travel_Rarely 1356 Sales
## 887 30 No Travel_Rarely 1465 Research & Development
## 888 42 No Travel_Frequently 458 Research & Development
## 889 35 No Non-Travel 1212 Sales
## 890 27 No Travel_Rarely 1103 Research & Development
## 891 54 No Travel_Frequently 966 Research & Development
## 892 44 No Travel_Rarely 1117 Research & Development
## 893 19 Yes Non-Travel 504 Research & Development
## 894 29 No Travel_Rarely 1010 Research & Development
## 895 54 No Travel_Rarely 685 Research & Development
## 896 31 No Travel_Rarely 1332 Research & Development
## 897 31 No Travel_Rarely 1062 Research & Development
## 898 59 No Travel_Rarely 326 Sales
## 899 43 No Travel_Rarely 920 Research & Development
## 900 49 No Travel_Rarely 1098 Research & Development
## 901 36 No Travel_Frequently 469 Research & Development
## 902 48 No Travel_Rarely 969 Research & Development
## 903 27 No Travel_Rarely 1167 Research & Development
## 904 29 No Travel_Rarely 1329 Research & Development
## 905 48 No Travel_Rarely 715 Research & Development
## 906 29 No Travel_Rarely 694 Research & Development
## 907 34 No Travel_Rarely 1320 Research & Development
## 908 44 No Travel_Rarely 1099 Sales
## 909 33 No Travel_Rarely 536 Sales
## 910 19 No Travel_Rarely 265 Research & Development
## 911 23 No Travel_Rarely 373 Research & Development
## 912 25 Yes Travel_Frequently 599 Sales
## 913 26 No Travel_Rarely 583 Research & Development
## 914 45 Yes Travel_Rarely 1449 Sales
## 915 55 No Non-Travel 177 Research & Development
## 916 21 Yes Travel_Frequently 251 Research & Development
## 917 46 No Travel_Rarely 168 Sales
## 918 34 No Travel_Rarely 131 Sales
## 919 51 No Travel_Frequently 237 Sales
## 920 59 No Travel_Rarely 1429 Research & Development
## 921 34 No Travel_Frequently 135 Research & Development
## 922 28 No Travel_Frequently 791 Research & Development
## 923 44 No Travel_Rarely 1199 Research & Development
## 924 34 No Travel_Frequently 648 Human Resources
## 925 35 No Travel_Rarely 735 Research & Development
## 926 42 No Travel_Rarely 603 Research & Development
## 927 43 No Travel_Rarely 531 Sales
## 928 36 No Travel_Rarely 429 Research & Development
## 929 44 Yes Travel_Rarely 621 Research & Development
## 930 28 No Travel_Frequently 193 Research & Development
## 931 51 No Travel_Frequently 968 Research & Development
## 932 30 No Non-Travel 879 Research & Development
## 933 29 Yes Travel_Rarely 806 Research & Development
## 934 28 No Travel_Rarely 640 Research & Development
## 935 25 No Travel_Rarely 266 Research & Development
## 936 32 No Travel_Rarely 604 Sales
## 937 45 No Travel_Frequently 364 Research & Development
## 938 39 No Travel_Rarely 412 Research & Development
## 939 58 No Travel_Rarely 848 Research & Development
## 940 32 Yes Travel_Rarely 1089 Research & Development
## 941 39 Yes Travel_Rarely 360 Research & Development
## 942 30 No Travel_Rarely 1138 Research & Development
## 943 36 No Travel_Rarely 325 Research & Development
## 944 46 No Travel_Rarely 991 Human Resources
## 945 28 No Non-Travel 1476 Research & Development
## 946 50 No Travel_Rarely 1322 Research & Development
## 947 40 Yes Travel_Rarely 299 Sales
## 948 52 Yes Travel_Rarely 1030 Sales
## 949 30 No Travel_Rarely 634 Research & Development
## 950 39 No Travel_Rarely 524 Research & Development
## 951 31 No Non-Travel 587 Sales
## 952 41 No Non-Travel 256 Sales
## 953 31 Yes Travel_Frequently 1060 Sales
## 954 44 Yes Travel_Rarely 935 Research & Development
## 955 42 No Non-Travel 495 Research & Development
## 956 55 No Travel_Rarely 282 Research & Development
## 957 56 No Travel_Rarely 206 Human Resources
## 958 40 No Non-Travel 458 Research & Development
## 959 34 No Travel_Rarely 943 Research & Development
## 960 40 No Travel_Rarely 523 Research & Development
## 961 41 No Travel_Frequently 1018 Sales
## 962 35 No Travel_Frequently 482 Research & Development
## 963 51 No Travel_Rarely 770 Human Resources
## 964 38 No Travel_Rarely 1009 Sales
## 965 34 No Travel_Rarely 507 Sales
## 966 25 No Travel_Rarely 882 Research & Development
## 967 58 Yes Travel_Rarely 601 Research & Development
## 968 40 No Travel_Rarely 329 Research & Development
## 969 36 No Travel_Frequently 607 Sales
## 970 48 No Travel_Rarely 855 Research & Development
## 971 27 No Travel_Rarely 1291 Sales
## 972 51 No Travel_Rarely 1405 Research & Development
## 973 18 No Non-Travel 1124 Research & Development
## 974 35 No Travel_Rarely 817 Research & Development
## 975 27 No Travel_Frequently 793 Sales
## 976 55 Yes Travel_Rarely 267 Sales
## 977 56 No Travel_Rarely 1369 Research & Development
## 978 34 No Non-Travel 999 Research & Development
## 979 40 No Travel_Rarely 1202 Research & Development
## 980 34 No Travel_Rarely 285 Research & Development
## 981 31 Yes Travel_Frequently 703 Sales
## 982 35 Yes Travel_Frequently 662 Sales
## 983 38 No Travel_Frequently 693 Research & Development
## 984 34 No Travel_Rarely 404 Research & Development
## 985 28 No Travel_Rarely 736 Sales
## 986 31 Yes Travel_Rarely 330 Research & Development
## 987 39 No Travel_Rarely 1498 Sales
## 988 51 No Travel_Frequently 541 Sales
## 989 41 No Travel_Frequently 1200 Research & Development
## 990 37 No Travel_Rarely 1439 Research & Development
## 991 33 No Travel_Frequently 1111 Sales
## 992 32 No Travel_Rarely 499 Sales
## 993 39 No Non-Travel 1485 Research & Development
## 994 25 No Travel_Rarely 1372 Sales
## 995 52 No Travel_Frequently 322 Research & Development
## 996 43 No Travel_Rarely 930 Research & Development
## 997 27 No Travel_Rarely 205 Sales
## 998 27 Yes Travel_Rarely 135 Research & Development
## 999 26 No Travel_Rarely 683 Research & Development
## 1000 42 No Travel_Rarely 1147 Human Resources
## 1001 52 No Travel_Rarely 258 Research & Development
## 1002 37 No Travel_Rarely 1462 Research & Development
## 1003 35 No Travel_Frequently 200 Research & Development
## 1004 25 No Travel_Rarely 949 Research & Development
## 1005 26 No Travel_Rarely 652 Research & Development
## 1006 29 No Travel_Rarely 332 Human Resources
## 1007 49 Yes Travel_Frequently 1475 Research & Development
## 1008 29 Yes Travel_Frequently 337 Research & Development
## 1009 54 No Travel_Rarely 971 Research & Development
## 1010 58 No Travel_Rarely 1055 Research & Development
## 1011 55 No Travel_Rarely 1136 Research & Development
## 1012 36 No Travel_Rarely 1174 Sales
## 1013 31 Yes Travel_Frequently 667 Sales
## 1014 30 No Travel_Rarely 855 Sales
## 1015 31 No Travel_Rarely 182 Research & Development
## 1016 34 No Travel_Frequently 560 Research & Development
## 1017 31 Yes Travel_Rarely 202 Research & Development
## 1018 27 No Travel_Rarely 1377 Research & Development
## 1019 36 No Travel_Rarely 172 Research & Development
## 1020 36 No Travel_Rarely 329 Sales
## 1021 47 No Travel_Rarely 465 Research & Development
## 1022 25 Yes Travel_Rarely 383 Sales
## 1023 37 No Non-Travel 1413 Research & Development
## 1024 56 No Travel_Rarely 1255 Research & Development
## 1025 47 No Travel_Rarely 359 Research & Development
## 1026 24 No Travel_Rarely 1476 Sales
## 1027 32 No Travel_Rarely 601 Sales
## 1028 34 No Travel_Rarely 401 Research & Development
## 1029 41 No Travel_Rarely 1283 Research & Development
## 1030 40 No Non-Travel 663 Research & Development
## 1031 31 No Travel_Rarely 326 Sales
## 1032 46 Yes Travel_Rarely 377 Sales
## 1033 39 Yes Non-Travel 592 Research & Development
## 1034 31 Yes Travel_Frequently 1445 Research & Development
## 1035 45 No Travel_Rarely 1038 Research & Development
## 1036 31 No Travel_Rarely 1398 Human Resources
## 1037 31 Yes Travel_Frequently 523 Research & Development
## 1038 45 No Travel_Rarely 1448 Research & Development
## 1039 48 No Travel_Rarely 1221 Sales
## 1040 34 Yes Travel_Rarely 1107 Human Resources
## 1041 40 No Non-Travel 218 Research & Development
## 1042 28 No Travel_Rarely 866 Sales
## 1043 44 No Non-Travel 981 Research & Development
## 1044 53 No Travel_Rarely 447 Research & Development
## 1045 49 No Travel_Rarely 1495 Research & Development
## 1046 40 No Travel_Rarely 896 Research & Development
## 1047 44 No Travel_Rarely 1467 Research & Development
## 1048 33 No Travel_Frequently 430 Sales
## 1049 34 No Travel_Rarely 1326 Sales
## 1050 30 No Travel_Rarely 1358 Sales
## 1051 42 No Travel_Frequently 748 Research & Development
## 1052 44 No Travel_Frequently 383 Sales
## 1053 30 No Non-Travel 990 Research & Development
## 1054 57 No Travel_Rarely 405 Research & Development
## 1055 49 No Travel_Rarely 1490 Research & Development
## 1056 34 No Travel_Frequently 829 Research & Development
## 1057 28 Yes Travel_Frequently 1496 Sales
## 1058 29 Yes Travel_Frequently 115 Sales
## 1059 34 Yes Travel_Rarely 790 Sales
## 1060 35 No Travel_Rarely 660 Sales
## 1061 24 Yes Travel_Frequently 381 Research & Development
## 1062 24 No Non-Travel 830 Sales
## 1063 44 No Travel_Frequently 1193 Research & Development
## 1064 29 No Travel_Rarely 1246 Sales
## 1065 30 No Travel_Rarely 330 Human Resources
## 1066 55 No Travel_Rarely 1229 Research & Development
## 1067 33 No Travel_Rarely 1099 Research & Development
## 1068 47 No Travel_Rarely 571 Sales
## 1069 28 Yes Travel_Frequently 289 Research & Development
## 1070 28 No Travel_Rarely 1423 Research & Development
## 1071 28 No Travel_Frequently 467 Sales
## 1072 49 No Travel_Rarely 271 Research & Development
## 1073 29 No Travel_Frequently 410 Research & Development
## 1074 28 No Travel_Rarely 1083 Research & Development
## 1075 33 No Travel_Rarely 516 Research & Development
## 1076 32 No Travel_Rarely 495 Research & Development
## 1077 54 No Travel_Frequently 1050 Research & Development
## 1078 29 Yes Travel_Rarely 224 Research & Development
## 1079 44 No Travel_Rarely 136 Research & Development
## 1080 39 No Travel_Rarely 1089 Research & Development
## 1081 46 No Travel_Rarely 228 Sales
## 1082 35 No Travel_Rarely 1029 Research & Development
## 1083 23 No Travel_Rarely 507 Research & Development
## 1084 40 Yes Travel_Rarely 676 Research & Development
## 1085 34 No Travel_Rarely 971 Sales
## 1086 31 Yes Travel_Frequently 561 Research & Development
## 1087 50 No Travel_Frequently 333 Research & Development
## 1088 34 No Travel_Rarely 1440 Sales
## 1089 42 No Travel_Rarely 1210 Research & Development
## 1090 37 No Travel_Rarely 674 Research & Development
## 1091 29 No Travel_Rarely 441 Research & Development
## 1092 33 No Travel_Rarely 575 Research & Development
## 1093 45 No Travel_Rarely 950 Research & Development
## 1094 42 No Travel_Frequently 288 Research & Development
## 1095 40 No Travel_Rarely 1342 Sales
## 1096 33 No Travel_Rarely 589 Research & Development
## 1097 40 No Travel_Rarely 898 Human Resources
## 1098 24 No Travel_Rarely 350 Research & Development
## 1099 40 No Non-Travel 1142 Research & Development
## 1100 45 No Travel_Rarely 538 Research & Development
## 1101 35 No Travel_Rarely 1402 Sales
## 1102 32 No Travel_Rarely 824 Research & Development
## 1103 36 No Travel_Rarely 1157 Sales
## 1104 48 No Travel_Rarely 492 Sales
## 1105 29 No Travel_Rarely 598 Research & Development
## 1106 33 No Travel_Rarely 1242 Sales
## 1107 30 Yes Travel_Rarely 740 Sales
## 1108 38 No Travel_Frequently 888 Human Resources
## 1109 35 No Travel_Rarely 992 Research & Development
## 1110 30 No Travel_Rarely 1288 Sales
## 1111 35 Yes Travel_Rarely 104 Research & Development
## 1112 53 Yes Travel_Rarely 607 Research & Development
## 1113 38 Yes Travel_Rarely 903 Research & Development
## 1114 32 No Non-Travel 1200 Research & Development
## 1115 48 No Travel_Rarely 1108 Research & Development
## 1116 34 No Travel_Rarely 479 Research & Development
## 1117 55 No Travel_Rarely 685 Sales
## 1118 34 No Travel_Rarely 1351 Research & Development
## 1119 26 No Travel_Rarely 474 Research & Development
## 1120 38 No Travel_Rarely 1245 Sales
## 1121 38 No Travel_Rarely 437 Sales
## 1122 36 No Travel_Rarely 884 Sales
## 1123 29 No Travel_Rarely 1370 Research & Development
## 1124 35 No Travel_Rarely 670 Research & Development
## 1125 39 No Travel_Rarely 1462 Sales
## 1126 29 No Travel_Frequently 995 Research & Development
## 1127 50 No Travel_Rarely 264 Sales
## 1128 23 No Travel_Rarely 977 Research & Development
## 1129 36 No Travel_Frequently 1302 Research & Development
## 1130 42 No Travel_Rarely 1059 Research & Development
## 1131 35 No Travel_Rarely 750 Research & Development
## 1132 34 No Travel_Frequently 653 Research & Development
## 1133 40 No Travel_Rarely 118 Sales
## 1134 43 No Travel_Rarely 990 Research & Development
## 1135 35 No Travel_Rarely 1349 Research & Development
## 1136 46 No Travel_Rarely 563 Sales
## 1137 28 Yes Travel_Rarely 329 Research & Development
## 1138 22 No Non-Travel 457 Research & Development
## 1139 50 No Travel_Frequently 1234 Research & Development
## 1140 32 No Travel_Rarely 634 Research & Development
## 1141 44 No Travel_Rarely 1313 Research & Development
## 1142 30 No Travel_Rarely 241 Research & Development
## 1143 45 No Travel_Rarely 1015 Research & Development
## 1144 45 No Non-Travel 336 Sales
## 1145 31 No Travel_Frequently 715 Sales
## 1146 36 No Travel_Rarely 559 Research & Development
## 1147 34 No Travel_Frequently 426 Research & Development
## 1148 49 No Travel_Rarely 722 Research & Development
## 1149 39 No Travel_Rarely 1387 Research & Development
## 1150 27 No Travel_Rarely 1302 Research & Development
## 1151 35 No Travel_Rarely 819 Research & Development
## 1152 28 No Travel_Rarely 580 Research & Development
## 1153 21 No Travel_Rarely 546 Research & Development
## 1154 18 Yes Travel_Frequently 544 Sales
## 1155 47 No Travel_Rarely 1176 Human Resources
## 1156 39 No Travel_Rarely 170 Research & Development
## 1157 40 No Travel_Rarely 884 Research & Development
## 1158 35 No Non-Travel 208 Research & Development
## 1159 37 No Travel_Rarely 671 Research & Development
## 1160 39 No Travel_Frequently 711 Research & Development
## 1161 45 No Travel_Rarely 1329 Research & Development
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## JobRole JobSatisfaction MaritalStatus MonthlyIncome
## 1 Sales Executive 4 Single 5993
## 2 Research Scientist 2 Married 5130
## 3 Laboratory Technician 3 Single 2090
## 4 Research Scientist 3 Married 2909
## 5 Laboratory Technician 2 Married 3468
## 6 Laboratory Technician 4 Single 3068
## 7 Laboratory Technician 1 Married 2670
## 8 Laboratory Technician 3 Divorced 2693
## 9 Manufacturing Director 3 Single 9526
## 10 Healthcare Representative 3 Married 5237
## 11 Laboratory Technician 2 Married 2426
## 12 Laboratory Technician 3 Single 4193
## 13 Research Scientist 3 Divorced 2911
## 14 Laboratory Technician 4 Divorced 2661
## 15 Laboratory Technician 3 Single 2028
## 16 Manufacturing Director 1 Divorced 9980
## 17 Research Scientist 2 Divorced 3298
## 18 Laboratory Technician 4 Divorced 2935
## 19 Manager 4 Married 15427
## 20 Research Scientist 4 Single 3944
## 21 Manufacturing Director 3 Divorced 4011
## 22 Sales Representative 1 Single 3407
## 23 Research Director 2 Single 11994
## 24 Research Scientist 4 Single 1232
## 25 Research Scientist 1 Single 2960
## 26 Manager 3 Divorced 19094
## 27 Research Scientist 1 Single 3919
## 28 Sales Executive 2 Married 6825
## 29 Healthcare Representative 4 Married 10248
## 30 Manager 1 Single 18947
## 31 Laboratory Technician 4 Single 2496
## 32 Healthcare Representative 4 Married 6465
## 33 Laboratory Technician 3 Single 2206
## 34 Sales Representative 4 Married 2086
## 35 Research Scientist 4 Married 2293
## 36 Research Scientist 3 Divorced 2645
## 37 Sales Representative 3 Married 2683
## 38 Sales Representative 4 Married 2014
## 39 Research Scientist 1 Married 3419
## 40 Sales Executive 1 Married 5376
## 41 Laboratory Technician 4 Divorced 1951
## 42 Laboratory Technician 1 Divorced 2341
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## 44 Sales Executive 3 Single 8726
## 45 Laboratory Technician 4 Single 4011
## 46 Research Director 3 Married 19545
## 47 Sales Executive 3 Single 4568
## 48 Research Scientist 2 Married 3022
## 49 Sales Executive 4 Single 5772
## 50 Laboratory Technician 4 Married 2269
## 51 Laboratory Technician 3 Single 5381
## 52 Laboratory Technician 3 Single 3441
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## 54 Healthcare Representative 1 Married 9884
## 55 Sales Executive 4 Married 4157
## 56 Research Director 4 Single 13458
## 57 Sales Executive 1 Married 9069
## 58 Laboratory Technician 1 Married 4014
## 59 Laboratory Technician 4 Divorced 5915
## 60 Manufacturing Director 3 Divorced 5993
## 61 Manufacturing Director 4 Married 6162
## 62 Laboratory Technician 4 Single 2406
## 63 Research Director 3 Divorced 18740
## 64 Sales Executive 1 Single 7637
## 65 Healthcare Representative 3 Divorced 10096
## 66 Manager 3 Divorced 14756
## 67 Manufacturing Director 2 Single 6499
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## 70 Research Scientist 3 Married 3388
## 71 Sales Executive 3 Single 5473
## 72 Research Scientist 2 Married 2703
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## 75 Laboratory Technician 4 Married 3038
## 76 Manufacturing Director 4 Single 4424
## 77 Sales Executive 1 Single 4312
## 78 Research Director 1 Married 13245
## 79 Research Director 3 Single 13664
## 80 Human Resources 2 Divorced 5021
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## 82 Research Scientist 3 Single 2859
## 83 Sales Executive 4 Married 10239
## 84 Research Scientist 4 Divorced 5329
## 85 Manufacturing Director 2 Married 4325
## 86 Manufacturing Director 4 Single 7260
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## 89 Healthcare Representative 4 Married 4152
## 90 Sales Executive 4 Single 9619
## 91 Healthcare Representative 2 Married 13503
## 92 Sales Executive 4 Single 5441
## 93 Sales Executive 2 Divorced 5209
## 94 Healthcare Representative 1 Married 10673
## 95 Sales Executive 3 Single 5010
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## 97 Sales Executive 3 Married 4999
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## 104 Research Scientist 3 Single 4809
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## 115 Research Scientist 2 Divorced 4505
## 116 Sales Executive 4 Single 7428
## 117 Manager 1 Single 11631
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## 120 Manager 4 Married 16959
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## 125 Sales Executive 3 Married 6172
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## 132 Sales Executive 4 Single 9208
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## 142 Research Scientist 4 Single 3452
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## 144 Research Scientist 3 Single 2632
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## 146 Research Scientist 1 Divorced 3204
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## 192 Research Scientist 2 Single 2279
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## 240 Laboratory Technician 3 Single 3730
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## 246 Research Director 3 Divorced 13675
## 247 Research Scientist 4 Married 2911
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## 249 Research Scientist 1 Married 3920
## 250 Manufacturing Director 3 Married 6434
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## 253 Research Scientist 4 Single 2340
## 254 Research Scientist 1 Single 6545
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## 257 Laboratory Technician 1 Divorced 2593
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## 270 Laboratory Technician 4 Married 3210
## 271 Manager 1 Single 19045
## 272 Manager 2 Married 11849
## 273 Research Scientist 4 Married 2070
## 274 Sales Executive 4 Married 6502
## 275 Research Scientist 3 Single 3230
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## 277 Manager 2 Divorced 11996
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## 288 Healthcare Representative 4 Divorced 5745
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## 317 Healthcare Representative 3 Single 13964
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## 353 Manager 3 Married 12504
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## 356 Sales Executive 3 Married 5296
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## 370 Research Scientist 2 Single 2657
## 371 Sales Representative 2 Single 2716
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## 373 Healthcare Representative 2 Single 6540
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## 376 Healthcare Representative 3 Single 10965
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## 387 Laboratory Technician 1 Divorced 3034
## 388 Sales Executive 2 Divorced 5715
## 389 Laboratory Technician 1 Divorced 2576
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## 391 Research Director 2 Divorced 14336
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## 394 Sales Executive 3 Married 6538
## 395 Manufacturing Director 1 Married 4306
## 396 Laboratory Technician 4 Married 2258
## 397 Healthcare Representative 3 Divorced 4522
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## 401 Manager 3 Divorced 19197
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## 403 Sales Executive 3 Single 6577
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## 405 Laboratory Technician 1 Divorced 4558
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## 419 Research Scientist 4 Divorced 2886
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## 432 Laboratory Technician 3 Single 3780
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## 472 Healthcare Representative 3 Married 9824
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## 474 Research Director 3 Divorced 19502
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## 490 Research Director 4 Divorced 16627
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## 535 Research Director 3 Married 14814
## 536 Manager 4 Divorced 19141
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## 540 Sales Representative 2 Married 3875
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## 543 Manufacturing Director 3 Single 7861
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## 555 Healthcare Representative 1 Single 6811
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## 557 Laboratory Technician 4 Single 2450
## 558 Healthcare Representative 1 Divorced 5093
## 559 Laboratory Technician 4 Married 5309
## 560 Research Scientist 3 Married 3057
## 561 Manufacturing Director 1 Divorced 5121
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## 563 Research Scientist 4 Single 2686
## 564 Sales Executive 4 Single 6180
## 565 Sales Representative 3 Single 6632
## 566 Research Scientist 3 Single 3505
## 567 Sales Executive 3 Single 6397
## 568 Sales Executive 4 Single 6274
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## 570 Sales Executive 1 Single 7587
## 571 Research Scientist 4 Married 4258
## 572 Laboratory Technician 4 Divorced 4364
## 573 Healthcare Representative 3 Married 4335
## 574 Sales Executive 1 Single 5326
## 575 Research Scientist 4 Single 3280
## 576 Manufacturing Director 1 Divorced 5485
## 577 Sales Executive 4 Married 4342
## 578 Research Scientist 1 Divorced 2782
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## 583 Healthcare Representative 2 Married 4244
## 584 Sales Executive 1 Married 6500
## 585 Manager 4 Divorced 18430
## 586 Laboratory Technician 1 Married 1601
## 587 Laboratory Technician 2 Divorced 2694
## 588 Laboratory Technician 3 Married 3149
## 589 Research Director 3 Married 17639
## 590 Laboratory Technician 1 Married 2319
## 591 Research Director 3 Married 11691
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## 594 Manufacturing Director 2 Married 5228
## 595 Research Scientist 3 Married 2700
## 596 Research Director 2 Single 19246
## 597 Research Scientist 3 Single 2506
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## 599 Research Scientist 3 Single 4382
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## 601 Manufacturing Director 3 Married 6162
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## 603 Manufacturing Director 4 Single 6877
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## 606 Healthcare Representative 1 Divorced 6288
## 607 Research Scientist 4 Single 2553
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## 609 Sales Executive 4 Single 5160
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## 611 Research Director 4 Divorced 12808
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## 614 Human Resources 4 Married 3737
## 615 Research Scientist 3 Married 2366
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## 619 Research Scientist 1 Single 3424
## 620 Sales Executive 1 Divorced 4037
## 621 Research Scientist 1 Single 2559
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## 623 Sales Executive 4 Divorced 4403
## 624 Research Scientist 4 Divorced 3761
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## 626 Sales Executive 1 Divorced 10761
## 627 Research Scientist 3 Married 5175
## 628 Manufacturing Director 4 Married 13826
## 629 Sales Executive 3 Divorced 6334
## 630 Human Resources 4 Divorced 4936
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## 632 Laboratory Technician 4 Married 2818
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## 636 Manufacturing Director 3 Married 10685
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## 640 Research Scientist 1 Married 3580
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## 642 Sales Executive 2 Married 6524
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## 645 Research Scientist 4 Married 2356
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## 658 Laboratory Technician 4 Divorced 2532
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## 671 Research Scientist 3 Single 2318
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## 679 Research Scientist 3 Married 2259
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## 688 Laboratory Technician 3 Single 2519
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## 713 Research Scientist 4 Single 3452
## 714 Laboratory Technician 4 Divorced 2270
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## 717 Research Director 3 Divorced 19419
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## 719 Laboratory Technician 1 Married 3633
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## 721 Research Scientist 3 Married 2132
## 722 Manufacturing Director 3 Married 13973
## 723 Research Scientist 3 Married 2684
## 724 Manufacturing Director 3 Divorced 10845
## 725 Manufacturing Director 3 Divorced 4377
## 726 Laboratory Technician 2 Divorced 3743
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## 728 Research Scientist 4 Single 1051
## 729 Manufacturing Director 3 Married 10739
## 730 Healthcare Representative 3 Divorced 10388
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## 735 Laboratory Technician 1 Married 2451
## 736 Healthcare Representative 3 Single 4240
## 737 Healthcare Representative 3 Single 10999
## 738 Manufacturing Director 3 Single 5003
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## 740 Manufacturing Director 4 Married 4227
## 741 Laboratory Technician 4 Divorced 3917
## 742 Manager 3 Married 18303
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## 744 Manufacturing Director 4 Single 13726
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## 746 Healthcare Representative 2 Married 6385
## 747 Research Director 3 Divorced 19973
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## 749 Sales Executive 1 Single 4969
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## 751 Sales Executive 4 Married 13320
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## 753 Laboratory Technician 1 Single 2743
## 754 Manufacturing Director 1 Single 10880
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## 757 Laboratory Technician 3 Single 4025
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## 774 Manufacturing Director 4 Single 8858
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## 814 Healthcare Representative 4 Divorced 12169
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## 818 Manufacturing Director 4 Single 7779
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## 821 Sales Executive 4 Divorced 4968
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## 823 Manufacturing Director 3 Single 4033
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## 836 Human Resources 3 Single 4323
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## 842 Laboratory Technician 2 Single 3597
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## 948 Sales Executive 2 Single 8446
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## 1147 Manufacturing Director 4 Divorced 4724
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## 1154 Sales Representative 4 Single 1569
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## 1169 Research Scientist 4 Single 3760
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## 1188 Research Scientist 4 Married 4735
## 1189 Sales Executive 2 Divorced 4187
## 1190 Sales Executive 4 Divorced 5505
## 1191 Research Scientist 2 Divorced 5470
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## 1193 Laboratory Technician 1 Divorced 2587
## 1194 Laboratory Technician 2 Single 2440
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## 1196 Manager 3 Single 15379
## 1197 Sales Executive 3 Single 7082
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## 1207 Laboratory Technician 4 Single 2570
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## 1212 Sales Executive 4 Divorced 9525
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## 1216 Research Scientist 4 Single 4930
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## 1221 Sales Representative 4 Single 4502
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## 1231 Laboratory Technician 1 Divorced 3907
## 1232 Healthcare Representative 2 Single 5562
## 1233 Manufacturing Director 3 Married 6883
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## 1420 3 1 2 Over 30
## 1421 3 1 0 Over 30
## 1422 8 5 12 Over 30
## 1423 2 2 2 Over 30
## 1424 2 1 2 Under 30
## 1425 7 0 8 Over 30
## 1426 7 8 1 Over 30
## 1427 2 4 1 Over 30
## 1428 0 0 0 Over 30
## 1429 2 2 2 Over 30
## 1430 7 1 7 Over 30
## 1431 16 1 11 Over 30
## 1432 10 5 7 Over 30
## 1433 11 6 8 Over 30
## 1434 3 0 4 Under 30
## 1435 8 0 0 Over 30
## 1436 3 1 2 Over 30
## 1437 2 1 2 Under 30
## 1438 0 1 3 Over 30
## 1439 0 1 0 Under 30
## 1440 7 3 4 Over 30
## 1441 2 0 2 Over 30
## 1442 12 1 9 Over 30
## 1443 2 2 2 Under 30
## 1444 6 4 14 Over 30
## 1445 9 9 8 Over 30
## 1446 7 0 10 Over 30
## 1447 7 1 7 Over 30
## 1448 12 11 11 Over 30
## 1449 4 0 4 Over 30
## 1450 2 1 2 Over 30
## 1451 0 1 7 Over 30
## 1452 7 1 9 Over 30
## 1453 3 0 1 Over 30
## 1454 3 0 0 Over 30
## 1455 3 0 1 Over 30
## 1456 2 2 2 Over 30
## 1457 2 0 2 Over 30
## 1458 3 0 2 Over 30
## 1459 3 1 1 Over 30
## 1460 3 0 3 Under 30
## 1461 4 0 4 Under 30
## 1462 2 2 0 Over 30
## 1463 9 9 6 Over 30
## 1464 4 1 7 Over 30
## 1465 2 0 0 Under 30
## 1466 2 0 3 Over 30
## 1467 7 1 7 Over 30
## 1468 2 0 3 Under 30
## 1469 6 0 8 Over 30
## 1470 3 1 2 Over 30#New column based on an if statement
hr <- hr %>%
mutate(Experience = ifelse(YearsInCurrentRole >= 4, "Experienced", "Inexperienced"))
print(hr)## Age Attrition BusinessTravel DailyRate Department
## 1 41 Yes Travel_Rarely 1102 Sales
## 2 49 No Travel_Frequently 279 Research & Development
## 3 37 Yes Travel_Rarely 1373 Research & Development
## 4 33 No Travel_Frequently 1392 Research & Development
## 5 27 No Travel_Rarely 591 Research & Development
## 6 32 No Travel_Frequently 1005 Research & Development
## 7 59 No Travel_Rarely 1324 Research & Development
## 8 30 No Travel_Rarely 1358 Research & Development
## 9 38 No Travel_Frequently 216 Research & Development
## 10 36 No Travel_Rarely 1299 Research & Development
## 11 35 No Travel_Rarely 809 Research & Development
## 12 29 No Travel_Rarely 153 Research & Development
## 13 31 No Travel_Rarely 670 Research & Development
## 14 34 No Travel_Rarely 1346 Research & Development
## 15 28 Yes Travel_Rarely 103 Research & Development
## 16 29 No Travel_Rarely 1389 Research & Development
## 17 32 No Travel_Rarely 334 Research & Development
## 18 22 No Non-Travel 1123 Research & Development
## 19 53 No Travel_Rarely 1219 Sales
## 20 38 No Travel_Rarely 371 Research & Development
## 21 24 No Non-Travel 673 Research & Development
## 22 36 Yes Travel_Rarely 1218 Sales
## 23 34 No Travel_Rarely 419 Research & Development
## 24 21 No Travel_Rarely 391 Research & Development
## 25 34 Yes Travel_Rarely 699 Research & Development
## 26 53 No Travel_Rarely 1282 Research & Development
## 27 32 Yes Travel_Frequently 1125 Research & Development
## 28 42 No Travel_Rarely 691 Sales
## 29 44 No Travel_Rarely 477 Research & Development
## 30 46 No Travel_Rarely 705 Sales
## 31 33 No Travel_Rarely 924 Research & Development
## 32 44 No Travel_Rarely 1459 Research & Development
## 33 30 No Travel_Rarely 125 Research & Development
## 34 39 Yes Travel_Rarely 895 Sales
## 35 24 Yes Travel_Rarely 813 Research & Development
## 36 43 No Travel_Rarely 1273 Research & Development
## 37 50 Yes Travel_Rarely 869 Sales
## 38 35 No Travel_Rarely 890 Sales
## 39 36 No Travel_Rarely 852 Research & Development
## 40 33 No Travel_Frequently 1141 Sales
## 41 35 No Travel_Rarely 464 Research & Development
## 42 27 No Travel_Rarely 1240 Research & Development
## 43 26 Yes Travel_Rarely 1357 Research & Development
## 44 27 No Travel_Frequently 994 Sales
## 45 30 No Travel_Frequently 721 Research & Development
## 46 41 Yes Travel_Rarely 1360 Research & Development
## 47 34 No Non-Travel 1065 Sales
## 48 37 No Travel_Rarely 408 Research & Development
## 49 46 No Travel_Frequently 1211 Sales
## 50 35 No Travel_Rarely 1229 Research & Development
## 51 48 Yes Travel_Rarely 626 Research & Development
## 52 28 Yes Travel_Rarely 1434 Research & Development
## 53 44 No Travel_Rarely 1488 Sales
## 54 35 No Non-Travel 1097 Research & Development
## 55 26 No Travel_Rarely 1443 Sales
## 56 33 No Travel_Frequently 515 Research & Development
## 57 35 No Travel_Frequently 853 Sales
## 58 35 No Travel_Rarely 1142 Research & Development
## 59 31 No Travel_Rarely 655 Research & Development
## 60 37 No Travel_Rarely 1115 Research & Development
## 61 32 No Travel_Rarely 427 Research & Development
## 62 38 No Travel_Frequently 653 Research & Development
## 63 50 No Travel_Rarely 989 Research & Development
## 64 59 No Travel_Rarely 1435 Sales
## 65 36 No Travel_Rarely 1223 Research & Development
## 66 55 No Travel_Rarely 836 Research & Development
## 67 36 No Travel_Frequently 1195 Research & Development
## 68 45 No Travel_Rarely 1339 Research & Development
## 69 35 No Travel_Frequently 664 Research & Development
## 70 36 Yes Travel_Rarely 318 Research & Development
## 71 59 No Travel_Frequently 1225 Sales
## 72 29 No Travel_Rarely 1328 Research & Development
## 73 31 No Travel_Rarely 1082 Research & Development
## 74 32 No Travel_Rarely 548 Research & Development
## 75 36 No Travel_Rarely 132 Research & Development
## 76 31 No Travel_Rarely 746 Research & Development
## 77 35 No Travel_Rarely 776 Sales
## 78 45 No Travel_Rarely 193 Research & Development
## 79 37 No Travel_Rarely 397 Research & Development
## 80 46 No Travel_Rarely 945 Human Resources
## 81 30 No Travel_Rarely 852 Research & Development
## 82 35 No Travel_Rarely 1214 Research & Development
## 83 55 No Travel_Rarely 111 Sales
## 84 38 No Non-Travel 573 Research & Development
## 85 34 No Travel_Rarely 1153 Research & Development
## 86 56 No Travel_Rarely 1400 Research & Development
## 87 23 No Travel_Rarely 541 Sales
## 88 51 No Travel_Rarely 432 Research & Development
## 89 30 No Travel_Rarely 288 Research & Development
## 90 46 Yes Travel_Rarely 669 Sales
## 91 40 No Travel_Frequently 530 Research & Development
## 92 51 No Travel_Rarely 632 Sales
## 93 30 No Travel_Rarely 1334 Sales
## 94 46 No Travel_Frequently 638 Research & Development
## 95 32 No Travel_Rarely 1093 Sales
## 96 54 No Travel_Rarely 1217 Research & Development
## 97 24 No Travel_Rarely 1353 Sales
## 98 28 No Non-Travel 120 Sales
## 99 58 No Travel_Rarely 682 Sales
## 100 44 No Non-Travel 489 Research & Development
## 101 37 Yes Travel_Rarely 807 Human Resources
## 102 32 No Travel_Rarely 827 Research & Development
## 103 20 Yes Travel_Frequently 871 Research & Development
## 104 34 No Travel_Rarely 665 Research & Development
## 105 37 No Non-Travel 1040 Research & Development
## 106 59 No Non-Travel 1420 Human Resources
## 107 50 No Travel_Frequently 1115 Research & Development
## 108 25 Yes Travel_Rarely 240 Sales
## 109 25 No Travel_Rarely 1280 Research & Development
## 110 22 No Travel_Rarely 534 Research & Development
## 111 51 No Travel_Frequently 1456 Research & Development
## 112 34 Yes Travel_Frequently 658 Research & Development
## 113 54 No Non-Travel 142 Human Resources
## 114 24 No Travel_Rarely 1127 Research & Development
## 115 34 No Travel_Rarely 1031 Research & Development
## 116 37 No Travel_Rarely 1189 Sales
## 117 34 No Travel_Rarely 1354 Research & Development
## 118 36 No Travel_Frequently 1467 Sales
## 119 36 No Travel_Rarely 922 Research & Development
## 120 43 No Travel_Frequently 394 Sales
## 121 30 No Travel_Frequently 1312 Research & Development
## 122 33 No Non-Travel 750 Sales
## 123 56 Yes Travel_Rarely 441 Research & Development
## 124 51 No Travel_Rarely 684 Research & Development
## 125 31 Yes Travel_Rarely 249 Sales
## 126 26 No Travel_Rarely 841 Research & Development
## 127 58 Yes Travel_Rarely 147 Research & Development
## 128 19 Yes Travel_Rarely 528 Sales
## 129 22 No Travel_Rarely 594 Research & Development
## 130 49 No Travel_Rarely 470 Research & Development
## 131 43 No Travel_Frequently 957 Research & Development
## 132 50 No Travel_Frequently 809 Sales
## 133 31 Yes Travel_Rarely 542 Sales
## 134 41 No Travel_Rarely 802 Sales
## 135 26 No Travel_Rarely 1355 Human Resources
## 136 36 No Travel_Rarely 216 Research & Development
## 137 51 Yes Travel_Frequently 1150 Research & Development
## 138 39 No Travel_Rarely 1329 Sales
## 139 25 No Travel_Rarely 959 Sales
## 140 30 No Travel_Rarely 1240 Human Resources
## 141 32 Yes Travel_Rarely 1033 Research & Development
## 142 45 No Travel_Rarely 1316 Research & Development
## 143 38 No Travel_Rarely 364 Research & Development
## 144 30 No Travel_Rarely 438 Research & Development
## 145 32 No Travel_Frequently 689 Sales
## 146 30 No Travel_Rarely 201 Research & Development
## 147 30 No Travel_Rarely 1427 Research & Development
## 148 41 No Travel_Frequently 857 Research & Development
## 149 41 No Travel_Rarely 933 Research & Development
## 150 19 No Travel_Rarely 1181 Research & Development
## 151 40 No Travel_Frequently 1395 Research & Development
## 152 35 No Travel_Rarely 662 Sales
## 153 53 No Travel_Rarely 1436 Sales
## 154 45 No Travel_Rarely 194 Research & Development
## 155 32 No Travel_Frequently 967 Sales
## 156 29 No Non-Travel 1496 Research & Development
## 157 51 No Travel_Rarely 1169 Research & Development
## 158 58 No Travel_Rarely 1145 Research & Development
## 159 40 No Travel_Rarely 630 Sales
## 160 34 No Travel_Frequently 303 Sales
## 161 22 No Travel_Rarely 1256 Research & Development
## 162 27 No Non-Travel 691 Research & Development
## 163 28 No Travel_Rarely 440 Research & Development
## 164 57 No Travel_Rarely 334 Research & Development
## 165 27 No Non-Travel 1450 Research & Development
## 166 50 No Travel_Rarely 1452 Research & Development
## 167 41 No Travel_Rarely 465 Research & Development
## 168 30 No Travel_Rarely 1339 Sales
## 169 38 No Travel_Rarely 702 Sales
## 170 32 No Travel_Rarely 120 Research & Development
## 171 27 No Travel_Rarely 1157 Research & Development
## 172 19 Yes Travel_Frequently 602 Sales
## 173 36 No Travel_Frequently 1480 Research & Development
## 174 30 No Non-Travel 111 Research & Development
## 175 45 No Travel_Rarely 1268 Sales
## 176 56 No Travel_Rarely 713 Research & Development
## 177 33 No Travel_Rarely 134 Research & Development
## 178 19 Yes Travel_Rarely 303 Research & Development
## 179 46 No Travel_Rarely 526 Sales
## 180 38 No Travel_Rarely 1380 Research & Development
## 181 31 No Travel_Rarely 140 Research & Development
## 182 34 No Travel_Rarely 629 Research & Development
## 183 41 Yes Travel_Rarely 1356 Sales
## 184 50 No Travel_Rarely 328 Research & Development
## 185 53 No Travel_Rarely 1084 Research & Development
## 186 33 No Travel_Rarely 931 Research & Development
## 187 40 No Travel_Rarely 989 Research & Development
## 188 55 No Travel_Rarely 692 Research & Development
## 189 34 No Travel_Frequently 1069 Research & Development
## 190 51 No Travel_Rarely 313 Research & Development
## 191 52 No Travel_Rarely 699 Research & Development
## 192 27 No Travel_Rarely 894 Research & Development
## 193 35 Yes Travel_Rarely 556 Research & Development
## 194 43 No Non-Travel 1344 Research & Development
## 195 45 No Non-Travel 1195 Research & Development
## 196 37 No Travel_Rarely 290 Research & Development
## 197 35 No Travel_Frequently 138 Research & Development
## 198 42 No Non-Travel 926 Research & Development
## 199 38 No Travel_Rarely 1261 Research & Development
## 200 38 No Travel_Rarely 1084 Research & Development
## 201 27 No Travel_Frequently 472 Research & Development
## 202 49 No Non-Travel 1002 Research & Development
## 203 34 No Travel_Frequently 878 Research & Development
## 204 40 No Travel_Rarely 905 Research & Development
## 205 38 Yes Travel_Rarely 1180 Research & Development
## 206 29 Yes Travel_Rarely 121 Sales
## 207 22 No Travel_Rarely 1136 Research & Development
## 208 36 No Travel_Frequently 635 Research & Development
## 209 40 No Non-Travel 1151 Research & Development
## 210 46 No Travel_Rarely 644 Research & Development
## 211 32 Yes Travel_Rarely 1045 Sales
## 212 30 No Non-Travel 829 Research & Development
## 213 27 No Travel_Frequently 1242 Sales
## 214 51 No Travel_Rarely 1469 Research & Development
## 215 30 Yes Travel_Rarely 1005 Research & Development
## 216 41 No Travel_Rarely 896 Sales
## 217 30 Yes Travel_Frequently 334 Sales
## 218 29 Yes Travel_Rarely 992 Research & Development
## 219 45 No Non-Travel 1052 Sales
## 220 54 No Travel_Rarely 1147 Sales
## 221 36 No Travel_Rarely 1396 Research & Development
## 222 33 No Travel_Rarely 147 Research & Development
## 223 37 No Travel_Frequently 663 Research & Development
## 224 38 No Travel_Rarely 119 Sales
## 225 31 No Non-Travel 979 Research & Development
## 226 59 No Travel_Rarely 142 Research & Development
## 227 37 No Travel_Frequently 319 Sales
## 228 29 No Travel_Frequently 1413 Sales
## 229 35 No Travel_Frequently 944 Sales
## 230 29 Yes Travel_Rarely 896 Research & Development
## 231 52 No Travel_Rarely 1323 Research & Development
## 232 42 No Travel_Rarely 532 Research & Development
## 233 59 No Travel_Rarely 818 Human Resources
## 234 50 No Travel_Rarely 854 Sales
## 235 33 Yes Travel_Rarely 813 Research & Development
## 236 43 No Travel_Rarely 1034 Sales
## 237 33 Yes Travel_Rarely 465 Research & Development
## 238 52 No Non-Travel 771 Sales
## 239 32 No Travel_Rarely 1401 Sales
## 240 32 Yes Travel_Rarely 515 Research & Development
## 241 39 No Travel_Rarely 1431 Research & Development
## 242 32 No Non-Travel 976 Sales
## 243 41 No Travel_Rarely 1411 Research & Development
## 244 40 No Travel_Rarely 1300 Research & Development
## 245 45 No Travel_Rarely 252 Research & Development
## 246 31 No Travel_Frequently 1327 Research & Development
## 247 33 No Travel_Rarely 832 Research & Development
## 248 34 No Travel_Rarely 470 Research & Development
## 249 37 No Travel_Rarely 1017 Research & Development
## 250 45 No Travel_Frequently 1199 Research & Development
## 251 37 Yes Travel_Frequently 504 Research & Development
## 252 39 No Travel_Frequently 505 Research & Development
## 253 29 No Travel_Rarely 665 Research & Development
## 254 42 No Travel_Rarely 916 Research & Development
## 255 29 No Travel_Rarely 1247 Sales
## 256 25 No Travel_Rarely 685 Research & Development
## 257 42 No Travel_Rarely 269 Research & Development
## 258 40 No Travel_Rarely 1416 Research & Development
## 259 51 No Travel_Rarely 833 Research & Development
## 260 31 Yes Travel_Frequently 307 Research & Development
## 261 32 No Travel_Frequently 1311 Research & Development
## 262 38 No Non-Travel 1327 Sales
## 263 32 No Travel_Rarely 128 Research & Development
## 264 46 No Travel_Rarely 488 Sales
## 265 28 Yes Travel_Rarely 529 Research & Development
## 266 29 No Travel_Rarely 1210 Sales
## 267 31 No Travel_Rarely 1463 Research & Development
## 268 25 No Non-Travel 675 Research & Development
## 269 45 No Travel_Rarely 1385 Research & Development
## 270 36 No Travel_Rarely 1403 Research & Development
## 271 55 No Travel_Rarely 452 Research & Development
## 272 47 Yes Non-Travel 666 Research & Development
## 273 28 No Travel_Rarely 1158 Research & Development
## 274 37 No Travel_Rarely 228 Sales
## 275 21 No Travel_Rarely 996 Research & Development
## 276 37 No Non-Travel 728 Research & Development
## 277 35 No Travel_Rarely 1315 Research & Development
## 278 38 No Travel_Rarely 322 Sales
## 279 26 No Travel_Frequently 1479 Research & Development
## 280 50 No Travel_Rarely 797 Research & Development
## 281 53 No Travel_Rarely 1070 Research & Development
## 282 42 No Travel_Rarely 635 Sales
## 283 29 No Travel_Frequently 442 Sales
## 284 55 No Travel_Rarely 147 Research & Development
## 285 26 No Travel_Frequently 496 Research & Development
## 286 37 No Travel_Rarely 1372 Research & Development
## 287 44 Yes Travel_Frequently 920 Research & Development
## 288 38 No Travel_Rarely 688 Research & Development
## 289 26 Yes Travel_Rarely 1449 Research & Development
## 290 28 No Travel_Rarely 1117 Research & Development
## 291 49 No Travel_Frequently 636 Research & Development
## 292 36 No Travel_Rarely 506 Research & Development
## 293 31 No Travel_Frequently 444 Sales
## 294 26 Yes Travel_Rarely 950 Sales
## 295 37 No Travel_Frequently 889 Research & Development
## 296 42 No Travel_Frequently 555 Sales
## 297 18 Yes Travel_Rarely 230 Research & Development
## 298 35 No Travel_Rarely 1232 Sales
## 299 36 No Travel_Frequently 566 Research & Development
## 300 51 No Travel_Rarely 1302 Research & Development
## 301 41 No Travel_Rarely 334 Sales
## 302 18 No Travel_Rarely 812 Sales
## 303 28 No Travel_Rarely 1476 Research & Development
## 304 31 No Travel_Rarely 218 Sales
## 305 39 No Travel_Rarely 1132 Research & Development
## 306 36 No Non-Travel 1105 Research & Development
## 307 32 No Travel_Rarely 906 Sales
## 308 38 No Travel_Rarely 849 Research & Development
## 309 58 No Non-Travel 390 Research & Development
## 310 31 No Travel_Rarely 691 Research & Development
## 311 31 No Travel_Rarely 106 Human Resources
## 312 45 No Travel_Frequently 1249 Research & Development
## 313 31 No Travel_Rarely 192 Research & Development
## 314 33 No Travel_Frequently 553 Research & Development
## 315 39 No Travel_Rarely 117 Research & Development
## 316 43 No Travel_Frequently 185 Research & Development
## 317 49 No Travel_Rarely 1091 Research & Development
## 318 52 Yes Travel_Rarely 723 Research & Development
## 319 27 No Travel_Rarely 1220 Research & Development
## 320 32 No Travel_Rarely 588 Sales
## 321 27 No Travel_Rarely 1377 Sales
## 322 31 No Travel_Rarely 691 Sales
## 323 32 No Travel_Rarely 1018 Research & Development
## 324 28 Yes Travel_Rarely 1157 Research & Development
## 325 30 No Travel_Rarely 1275 Research & Development
## 326 31 No Travel_Frequently 798 Research & Development
## 327 39 No Travel_Frequently 672 Research & Development
## 328 39 Yes Travel_Rarely 1162 Sales
## 329 33 No Travel_Frequently 508 Sales
## 330 47 No Travel_Rarely 1482 Research & Development
## 331 43 No Travel_Frequently 559 Research & Development
## 332 27 No Non-Travel 210 Sales
## 333 54 No Travel_Frequently 928 Research & Development
## 334 43 No Travel_Rarely 1001 Research & Development
## 335 45 No Travel_Rarely 549 Research & Development
## 336 40 No Travel_Rarely 1124 Sales
## 337 29 Yes Travel_Rarely 318 Research & Development
## 338 29 No Travel_Rarely 738 Research & Development
## 339 30 No Travel_Rarely 570 Sales
## 340 27 No Travel_Rarely 1130 Sales
## 341 37 No Travel_Rarely 1192 Research & Development
## 342 38 No Travel_Rarely 343 Research & Development
## 343 31 No Travel_Rarely 1232 Research & Development
## 344 29 No Travel_Rarely 144 Sales
## 345 35 No Travel_Rarely 1296 Research & Development
## 346 23 No Travel_Rarely 1309 Research & Development
## 347 41 No Travel_Rarely 483 Research & Development
## 348 47 No Travel_Frequently 1309 Sales
## 349 42 No Travel_Rarely 810 Research & Development
## 350 29 No Non-Travel 746 Sales
## 351 42 No Travel_Rarely 544 Human Resources
## 352 32 No Travel_Rarely 1062 Research & Development
## 353 48 No Travel_Rarely 530 Sales
## 354 37 No Travel_Rarely 1319 Research & Development
## 355 30 No Non-Travel 641 Sales
## 356 26 No Travel_Rarely 933 Sales
## 357 42 No Travel_Rarely 1332 Research & Development
## 358 21 Yes Travel_Frequently 756 Sales
## 359 36 No Non-Travel 845 Sales
## 360 36 No Travel_Frequently 541 Sales
## 361 57 No Travel_Rarely 593 Research & Development
## 362 40 No Travel_Rarely 1171 Research & Development
## 363 21 No Non-Travel 895 Sales
## 364 33 Yes Travel_Rarely 350 Sales
## 365 37 No Travel_Rarely 921 Research & Development
## 366 46 No Non-Travel 1144 Research & Development
## 367 41 Yes Travel_Frequently 143 Sales
## 368 50 No Travel_Rarely 1046 Research & Development
## 369 40 Yes Travel_Rarely 575 Sales
## 370 31 No Travel_Rarely 408 Research & Development
## 371 21 Yes Travel_Rarely 156 Sales
## 372 29 No Travel_Rarely 1283 Research & Development
## 373 35 No Travel_Rarely 755 Research & Development
## 374 27 No Travel_Rarely 1469 Research & Development
## 375 28 No Travel_Rarely 304 Sales
## 376 49 No Travel_Rarely 1261 Research & Development
## 377 51 No Travel_Rarely 1178 Sales
## 378 36 No Travel_Rarely 329 Research & Development
## 379 34 Yes Non-Travel 1362 Sales
## 380 55 No Travel_Rarely 1311 Research & Development
## 381 24 No Travel_Rarely 1371 Sales
## 382 30 No Travel_Rarely 202 Sales
## 383 26 Yes Travel_Frequently 575 Research & Development
## 384 22 No Travel_Rarely 253 Research & Development
## 385 36 No Travel_Rarely 164 Sales
## 386 30 Yes Travel_Frequently 464 Research & Development
## 387 37 No Travel_Rarely 1107 Research & Development
## 388 40 No Travel_Rarely 759 Sales
## 389 42 No Travel_Rarely 201 Research & Development
## 390 37 No Travel_Rarely 1305 Research & Development
## 391 43 No Travel_Rarely 982 Research & Development
## 392 40 No Travel_Rarely 555 Research & Development
## 393 54 No Travel_Rarely 821 Research & Development
## 394 34 No Non-Travel 1381 Sales
## 395 31 No Travel_Rarely 480 Research & Development
## 396 43 No Travel_Frequently 313 Research & Development
## 397 43 No Travel_Rarely 1473 Research & Development
## 398 25 No Travel_Rarely 891 Sales
## 399 37 No Non-Travel 1063 Research & Development
## 400 31 No Travel_Rarely 329 Research & Development
## 401 39 No Travel_Frequently 1218 Research & Development
## 402 56 No Travel_Frequently 906 Sales
## 403 30 No Travel_Rarely 1082 Sales
## 404 41 No Travel_Rarely 645 Sales
## 405 28 No Travel_Rarely 1300 Research & Development
## 406 25 Yes Travel_Rarely 688 Research & Development
## 407 52 No Travel_Rarely 319 Research & Development
## 408 45 No Travel_Rarely 192 Research & Development
## 409 52 No Travel_Rarely 1490 Research & Development
## 410 42 No Travel_Frequently 532 Research & Development
## 411 30 No Travel_Rarely 317 Research & Development
## 412 60 No Travel_Rarely 422 Research & Development
## 413 46 No Travel_Rarely 1485 Research & Development
## 414 42 No Travel_Frequently 1368 Research & Development
## 415 24 Yes Travel_Rarely 1448 Sales
## 416 34 Yes Travel_Frequently 296 Sales
## 417 38 No Travel_Frequently 1490 Research & Development
## 418 40 No Travel_Rarely 1398 Sales
## 419 26 No Travel_Rarely 1349 Research & Development
## 420 30 No Non-Travel 1400 Research & Development
## 421 29 No Travel_Rarely 986 Research & Development
## 422 29 Yes Travel_Rarely 408 Research & Development
## 423 19 Yes Travel_Rarely 489 Human Resources
## 424 30 No Non-Travel 1398 Sales
## 425 57 No Travel_Rarely 210 Sales
## 426 50 No Travel_Rarely 1099 Research & Development
## 427 30 No Non-Travel 1116 Research & Development
## 428 60 No Travel_Frequently 1499 Sales
## 429 47 No Travel_Rarely 983 Research & Development
## 430 46 No Travel_Rarely 1009 Research & Development
## 431 35 No Travel_Rarely 144 Research & Development
## 432 54 No Travel_Rarely 548 Research & Development
## 433 34 No Travel_Rarely 1303 Research & Development
## 434 46 No Travel_Rarely 1125 Sales
## 435 31 No Travel_Rarely 1274 Research & Development
## 436 33 Yes Travel_Rarely 1277 Research & Development
## 437 33 Yes Travel_Rarely 587 Research & Development
## 438 30 No Travel_Rarely 413 Sales
## 439 35 No Travel_Rarely 1276 Research & Development
## 440 31 Yes Travel_Frequently 534 Research & Development
## 441 34 Yes Travel_Frequently 988 Human Resources
## 442 42 No Travel_Frequently 1474 Research & Development
## 443 36 No Non-Travel 635 Sales
## 444 22 Yes Travel_Frequently 1368 Research & Development
## 445 48 No Travel_Rarely 163 Sales
## 446 55 No Travel_Rarely 1117 Sales
## 447 41 No Non-Travel 267 Sales
## 448 35 No Travel_Rarely 619 Sales
## 449 40 No Travel_Rarely 302 Research & Development
## 450 39 No Travel_Frequently 443 Research & Development
## 451 31 No Travel_Rarely 828 Sales
## 452 42 No Travel_Rarely 319 Research & Development
## 453 45 No Travel_Rarely 561 Sales
## 454 26 Yes Travel_Frequently 426 Human Resources
## 455 29 No Travel_Rarely 232 Research & Development
## 456 33 No Travel_Rarely 922 Research & Development
## 457 31 No Travel_Rarely 688 Sales
## 458 18 Yes Travel_Frequently 1306 Sales
## 459 40 No Non-Travel 1094 Sales
## 460 41 No Non-Travel 509 Research & Development
## 461 26 No Travel_Rarely 775 Sales
## 462 35 No Travel_Rarely 195 Sales
## 463 34 No Travel_Rarely 258 Sales
## 464 26 Yes Travel_Rarely 471 Research & Development
## 465 37 No Travel_Rarely 799 Research & Development
## 466 46 No Travel_Frequently 1034 Research & Development
## 467 41 No Travel_Rarely 1276 Sales
## 468 37 No Non-Travel 142 Sales
## 469 52 No Travel_Rarely 956 Research & Development
## 470 32 Yes Non-Travel 1474 Sales
## 471 24 No Travel_Frequently 535 Sales
## 472 38 No Travel_Rarely 1495 Research & Development
## 473 37 No Travel_Rarely 446 Research & Development
## 474 49 No Travel_Rarely 1245 Research & Development
## 475 24 No Travel_Rarely 691 Research & Development
## 476 26 No Travel_Rarely 703 Sales
## 477 24 No Travel_Rarely 823 Research & Development
## 478 50 No Travel_Frequently 1246 Human Resources
## 479 25 No Travel_Rarely 622 Sales
## 480 24 Yes Travel_Frequently 1287 Research & Development
## 481 30 Yes Travel_Frequently 448 Sales
## 482 34 No Travel_Rarely 254 Research & Development
## 483 31 Yes Travel_Rarely 1365 Sales
## 484 35 No Travel_Rarely 538 Research & Development
## 485 31 No Travel_Rarely 525 Sales
## 486 27 No Travel_Rarely 798 Research & Development
## 487 37 No Travel_Rarely 558 Sales
## 488 20 No Travel_Rarely 959 Research & Development
## 489 42 No Travel_Rarely 622 Research & Development
## 490 43 No Travel_Rarely 782 Research & Development
## 491 38 No Travel_Rarely 362 Research & Development
## 492 43 No Travel_Frequently 1001 Research & Development
## 493 48 No Travel_Rarely 1236 Research & Development
## 494 44 No Travel_Rarely 1112 Human Resources
## 495 34 No Travel_Rarely 204 Sales
## 496 27 Yes Travel_Rarely 1420 Sales
## 497 21 No Travel_Rarely 1343 Sales
## 498 44 No Travel_Rarely 1315 Research & Development
## 499 22 No Travel_Rarely 604 Research & Development
## 500 33 No Travel_Rarely 1216 Sales
## 501 32 No Travel_Rarely 646 Research & Development
## 502 30 No Travel_Frequently 160 Research & Development
## 503 53 No Travel_Rarely 238 Sales
## 504 34 No Travel_Rarely 1397 Research & Development
## 505 45 Yes Travel_Frequently 306 Sales
## 506 26 No Travel_Rarely 991 Research & Development
## 507 37 No Travel_Rarely 482 Research & Development
## 508 29 No Travel_Rarely 1176 Sales
## 509 35 No Travel_Rarely 1017 Research & Development
## 510 33 No Travel_Frequently 1296 Research & Development
## 511 54 No Travel_Rarely 397 Human Resources
## 512 36 No Travel_Rarely 913 Research & Development
## 513 27 No Travel_Rarely 1115 Research & Development
## 514 20 Yes Travel_Rarely 1362 Research & Development
## 515 33 Yes Travel_Frequently 1076 Research & Development
## 516 35 No Non-Travel 727 Research & Development
## 517 23 No Travel_Rarely 885 Research & Development
## 518 25 No Travel_Rarely 810 Sales
## 519 38 No Travel_Rarely 243 Sales
## 520 29 No Travel_Frequently 806 Research & Development
## 521 48 No Travel_Rarely 817 Sales
## 522 27 No Travel_Frequently 1410 Sales
## 523 37 No Travel_Rarely 1225 Research & Development
## 524 50 No Travel_Rarely 1207 Research & Development
## 525 34 No Travel_Rarely 1442 Research & Development
## 526 24 Yes Travel_Rarely 693 Sales
## 527 39 No Travel_Rarely 408 Research & Development
## 528 32 No Travel_Rarely 929 Sales
## 529 50 Yes Travel_Frequently 562 Sales
## 530 38 No Travel_Rarely 827 Research & Development
## 531 27 No Travel_Rarely 608 Research & Development
## 532 32 No Travel_Rarely 1018 Research & Development
## 533 47 No Travel_Rarely 703 Sales
## 534 40 No Travel_Frequently 580 Sales
## 535 53 No Travel_Rarely 970 Research & Development
## 536 41 No Travel_Rarely 427 Human Resources
## 537 60 No Travel_Rarely 1179 Sales
## 538 27 No Travel_Frequently 294 Research & Development
## 539 41 No Travel_Rarely 314 Human Resources
## 540 50 No Travel_Rarely 316 Sales
## 541 28 Yes Travel_Rarely 654 Research & Development
## 542 36 No Non-Travel 427 Research & Development
## 543 38 No Travel_Rarely 168 Research & Development
## 544 44 No Non-Travel 381 Research & Development
## 545 47 No Travel_Frequently 217 Sales
## 546 30 No Travel_Rarely 501 Sales
## 547 29 No Travel_Rarely 1396 Sales
## 548 42 Yes Travel_Frequently 933 Research & Development
## 549 43 No Travel_Frequently 775 Sales
## 550 34 No Travel_Rarely 970 Research & Development
## 551 23 No Travel_Rarely 650 Research & Development
## 552 39 No Travel_Rarely 141 Human Resources
## 553 56 No Travel_Rarely 832 Research & Development
## 554 40 No Travel_Rarely 804 Research & Development
## 555 27 No Travel_Rarely 975 Research & Development
## 556 29 No Travel_Rarely 1090 Sales
## 557 53 No Travel_Rarely 346 Research & Development
## 558 35 No Non-Travel 1225 Research & Development
## 559 32 No Travel_Frequently 430 Research & Development
## 560 38 No Travel_Rarely 268 Research & Development
## 561 34 No Travel_Rarely 167 Research & Development
## 562 52 No Travel_Rarely 621 Sales
## 563 33 Yes Travel_Rarely 527 Research & Development
## 564 25 No Travel_Rarely 883 Sales
## 565 45 No Travel_Rarely 954 Sales
## 566 23 No Travel_Rarely 310 Research & Development
## 567 47 Yes Travel_Frequently 719 Sales
## 568 34 No Travel_Rarely 304 Sales
## 569 55 Yes Travel_Rarely 725 Research & Development
## 570 36 No Non-Travel 1434 Sales
## 571 52 No Non-Travel 715 Research & Development
## 572 26 No Travel_Frequently 575 Research & Development
## 573 29 No Travel_Rarely 657 Research & Development
## 574 26 Yes Travel_Rarely 1146 Sales
## 575 34 No Travel_Rarely 182 Research & Development
## 576 54 No Travel_Rarely 376 Research & Development
## 577 27 No Travel_Frequently 829 Sales
## 578 37 No Travel_Rarely 571 Research & Development
## 579 38 No Travel_Frequently 240 Research & Development
## 580 34 No Travel_Rarely 121 Research & Development
## 581 35 No Travel_Rarely 384 Sales
## 582 30 No Travel_Rarely 921 Research & Development
## 583 40 No Travel_Frequently 791 Research & Development
## 584 34 No Travel_Rarely 1111 Sales
## 585 42 No Travel_Frequently 570 Research & Development
## 586 23 Yes Travel_Rarely 1243 Research & Development
## 587 24 No Non-Travel 1092 Research & Development
## 588 52 No Travel_Rarely 1325 Research & Development
## 589 50 No Travel_Rarely 691 Research & Development
## 590 29 Yes Travel_Rarely 805 Research & Development
## 591 33 No Travel_Rarely 213 Research & Development
## 592 33 Yes Travel_Rarely 118 Sales
## 593 47 No Travel_Rarely 202 Research & Development
## 594 36 No Travel_Rarely 676 Research & Development
## 595 29 No Travel_Rarely 1252 Research & Development
## 596 58 Yes Travel_Rarely 286 Research & Development
## 597 35 No Travel_Rarely 1258 Research & Development
## 598 42 No Travel_Rarely 932 Research & Development
## 599 28 Yes Travel_Rarely 890 Research & Development
## 600 36 No Travel_Rarely 1041 Human Resources
## 601 32 No Travel_Rarely 859 Research & Development
## 602 40 No Travel_Frequently 720 Research & Development
## 603 30 No Travel_Rarely 946 Research & Development
## 604 45 No Travel_Rarely 252 Research & Development
## 605 42 No Travel_Rarely 933 Research & Development
## 606 38 No Travel_Frequently 471 Research & Development
## 607 34 No Travel_Frequently 702 Research & Development
## 608 49 Yes Travel_Rarely 1184 Sales
## 609 55 Yes Travel_Rarely 436 Sales
## 610 43 No Travel_Rarely 589 Research & Development
## 611 27 No Travel_Rarely 269 Research & Development
## 612 35 No Travel_Rarely 950 Research & Development
## 613 28 No Travel_Rarely 760 Sales
## 614 34 No Travel_Rarely 829 Human Resources
## 615 26 Yes Travel_Frequently 887 Research & Development
## 616 27 No Non-Travel 443 Research & Development
## 617 51 No Travel_Rarely 1318 Sales
## 618 44 No Travel_Rarely 625 Research & Development
## 619 25 No Travel_Rarely 180 Research & Development
## 620 33 No Travel_Rarely 586 Sales
## 621 35 No Travel_Rarely 1343 Research & Development
## 622 36 No Travel_Rarely 928 Sales
## 623 32 No Travel_Rarely 117 Sales
## 624 30 No Travel_Frequently 1012 Research & Development
## 625 53 No Travel_Rarely 661 Sales
## 626 45 No Travel_Rarely 930 Sales
## 627 32 No Travel_Rarely 638 Research & Development
## 628 52 No Travel_Frequently 890 Research & Development
## 629 37 No Travel_Rarely 342 Sales
## 630 28 No Travel_Rarely 1169 Human Resources
## 631 22 No Travel_Rarely 1230 Research & Development
## 632 44 No Travel_Rarely 986 Research & Development
## 633 42 No Travel_Frequently 1271 Research & Development
## 634 36 No Travel_Rarely 1278 Human Resources
## 635 25 No Travel_Rarely 141 Sales
## 636 35 No Travel_Rarely 607 Research & Development
## 637 35 Yes Travel_Frequently 130 Research & Development
## 638 32 No Non-Travel 300 Research & Development
## 639 25 No Travel_Rarely 583 Sales
## 640 49 No Travel_Rarely 1418 Research & Development
## 641 24 No Non-Travel 1269 Research & Development
## 642 32 No Travel_Frequently 379 Sales
## 643 38 No Travel_Rarely 395 Sales
## 644 42 No Travel_Rarely 1265 Research & Development
## 645 31 No Travel_Rarely 1222 Research & Development
## 646 29 Yes Travel_Rarely 341 Sales
## 647 53 No Travel_Rarely 868 Sales
## 648 35 No Travel_Rarely 672 Research & Development
## 649 37 No Travel_Frequently 1231 Sales
## 650 53 No Travel_Rarely 102 Research & Development
## 651 43 No Travel_Frequently 422 Research & Development
## 652 47 No Travel_Rarely 249 Sales
## 653 37 No Non-Travel 1252 Sales
## 654 50 No Non-Travel 881 Research & Development
## 655 39 No Travel_Rarely 1383 Human Resources
## 656 33 No Travel_Rarely 1075 Human Resources
## 657 32 Yes Travel_Rarely 374 Research & Development
## 658 29 No Travel_Rarely 1086 Research & Development
## 659 44 No Travel_Rarely 661 Research & Development
## 660 28 No Travel_Rarely 821 Sales
## 661 58 Yes Travel_Frequently 781 Research & Development
## 662 43 No Travel_Rarely 177 Research & Development
## 663 20 Yes Travel_Rarely 500 Sales
## 664 21 Yes Travel_Rarely 1427 Research & Development
## 665 36 No Travel_Rarely 1425 Research & Development
## 666 47 No Travel_Rarely 1454 Sales
## 667 22 Yes Travel_Rarely 617 Research & Development
## 668 41 Yes Travel_Rarely 1085 Research & Development
## 669 28 No Travel_Rarely 995 Research & Development
## 670 39 Yes Travel_Rarely 1122 Research & Development
## 671 27 No Travel_Rarely 618 Research & Development
## 672 34 No Travel_Rarely 546 Research & Development
## 673 42 No Travel_Rarely 462 Sales
## 674 33 No Travel_Rarely 1198 Research & Development
## 675 58 No Travel_Rarely 1272 Research & Development
## 676 31 No Travel_Rarely 154 Sales
## 677 35 No Travel_Rarely 1137 Research & Development
## 678 49 No Travel_Rarely 527 Research & Development
## 679 48 No Travel_Rarely 1469 Research & Development
## 680 31 No Non-Travel 1188 Sales
## 681 36 No Travel_Rarely 188 Research & Development
## 682 38 No Travel_Rarely 1333 Research & Development
## 683 32 No Non-Travel 1184 Research & Development
## 684 25 Yes Travel_Rarely 867 Sales
## 685 40 No Travel_Rarely 658 Sales
## 686 26 No Travel_Frequently 1283 Sales
## 687 41 No Travel_Rarely 263 Research & Development
## 688 36 No Travel_Rarely 938 Research & Development
## 689 19 Yes Travel_Rarely 419 Sales
## 690 20 Yes Travel_Rarely 129 Research & Development
## 691 31 No Travel_Rarely 616 Research & Development
## 692 40 No Travel_Frequently 1469 Research & Development
## 693 32 No Travel_Rarely 498 Research & Development
## 694 36 Yes Travel_Rarely 530 Sales
## 695 33 No Travel_Rarely 1069 Research & Development
## 696 37 Yes Travel_Rarely 625 Sales
## 697 45 No Non-Travel 805 Research & Development
## 698 29 No Travel_Frequently 1404 Sales
## 699 35 No Travel_Rarely 1219 Sales
## 700 52 No Travel_Rarely 1053 Research & Development
## 701 58 Yes Travel_Rarely 289 Research & Development
## 702 53 No Travel_Rarely 1376 Sales
## 703 30 No Travel_Rarely 231 Sales
## 704 38 No Non-Travel 152 Sales
## 705 35 No Travel_Rarely 882 Sales
## 706 39 No Travel_Rarely 903 Sales
## 707 40 Yes Non-Travel 1479 Sales
## 708 47 No Travel_Frequently 1379 Research & Development
## 709 36 No Non-Travel 1229 Sales
## 710 31 Yes Non-Travel 335 Research & Development
## 711 33 No Non-Travel 722 Sales
## 712 29 Yes Travel_Rarely 906 Research & Development
## 713 33 No Travel_Rarely 461 Research & Development
## 714 45 No Travel_Rarely 974 Research & Development
## 715 50 No Travel_Rarely 1126 Research & Development
## 716 33 No Travel_Frequently 827 Research & Development
## 717 41 No Travel_Frequently 840 Research & Development
## 718 27 No Travel_Rarely 1134 Research & Development
## 719 45 No Non-Travel 248 Research & Development
## 720 47 No Travel_Rarely 955 Sales
## 721 30 Yes Travel_Rarely 138 Research & Development
## 722 50 No Travel_Rarely 939 Research & Development
## 723 38 No Travel_Frequently 1391 Research & Development
## 724 46 No Travel_Rarely 566 Research & Development
## 725 24 No Travel_Rarely 1206 Research & Development
## 726 35 Yes Travel_Rarely 622 Research & Development
## 727 31 No Travel_Frequently 853 Research & Development
## 728 18 No Non-Travel 287 Research & Development
## 729 54 No Travel_Rarely 1441 Research & Development
## 730 35 No Travel_Rarely 583 Research & Development
## 731 30 No Travel_Rarely 153 Research & Development
## 732 20 Yes Travel_Rarely 1097 Research & Development
## 733 30 Yes Travel_Frequently 109 Research & Development
## 734 26 No Travel_Rarely 1066 Research & Development
## 735 22 No Travel_Rarely 217 Research & Development
## 736 48 No Travel_Rarely 277 Research & Development
## 737 48 No Travel_Rarely 1355 Research & Development
## 738 41 No Travel_Rarely 549 Research & Development
## 739 39 No Travel_Rarely 466 Research & Development
## 740 27 No Travel_Rarely 1055 Research & Development
## 741 35 No Travel_Rarely 802 Research & Development
## 742 42 No Travel_Rarely 265 Sales
## 743 50 No Travel_Rarely 804 Research & Development
## 744 59 No Travel_Rarely 715 Research & Development
## 745 37 Yes Travel_Rarely 1141 Research & Development
## 746 55 No Travel_Frequently 135 Research & Development
## 747 41 No Non-Travel 247 Research & Development
## 748 38 No Travel_Rarely 1035 Sales
## 749 26 Yes Non-Travel 265 Sales
## 750 52 Yes Travel_Rarely 266 Sales
## 751 44 No Travel_Rarely 1448 Sales
## 752 50 No Non-Travel 145 Sales
## 753 36 Yes Travel_Rarely 885 Research & Development
## 754 39 No Travel_Frequently 945 Research & Development
## 755 33 No Non-Travel 1038 Sales
## 756 45 No Travel_Rarely 1234 Sales
## 757 32 No Non-Travel 1109 Research & Development
## 758 34 No Travel_Rarely 216 Sales
## 759 59 No Travel_Rarely 1089 Sales
## 760 45 No Travel_Rarely 788 Human Resources
## 761 53 No Travel_Frequently 124 Sales
## 762 36 Yes Travel_Rarely 660 Research & Development
## 763 26 Yes Travel_Frequently 342 Research & Development
## 764 34 No Travel_Rarely 1333 Sales
## 765 28 No Travel_Rarely 1144 Sales
## 766 38 No Travel_Frequently 1186 Research & Development
## 767 50 No Travel_Rarely 1464 Research & Development
## 768 37 No Travel_Rarely 124 Research & Development
## 769 40 No Travel_Rarely 300 Sales
## 770 26 No Travel_Frequently 921 Research & Development
## 771 46 No Travel_Rarely 430 Research & Development
## 772 54 No Travel_Rarely 1082 Sales
## 773 56 No Travel_Frequently 1240 Research & Development
## 774 36 No Travel_Rarely 796 Research & Development
## 775 55 No Non-Travel 444 Research & Development
## 776 43 No Travel_Rarely 415 Sales
## 777 20 Yes Travel_Frequently 769 Sales
## 778 21 Yes Travel_Rarely 1334 Research & Development
## 779 46 No Travel_Rarely 1003 Research & Development
## 780 51 Yes Travel_Rarely 1323 Research & Development
## 781 28 Yes Non-Travel 1366 Research & Development
## 782 26 No Travel_Rarely 192 Research & Development
## 783 30 No Travel_Rarely 1176 Research & Development
## 784 41 No Travel_Rarely 509 Research & Development
## 785 38 No Travel_Rarely 330 Research & Development
## 786 40 No Travel_Rarely 1492 Research & Development
## 787 27 No Non-Travel 1277 Research & Development
## 788 55 No Travel_Frequently 1091 Research & Development
## 789 28 No Travel_Rarely 857 Research & Development
## 790 44 Yes Travel_Rarely 1376 Human Resources
## 791 33 No Travel_Rarely 654 Research & Development
## 792 35 Yes Travel_Rarely 1204 Sales
## 793 33 Yes Travel_Frequently 827 Research & Development
## 794 28 No Travel_Rarely 895 Research & Development
## 795 34 No Travel_Frequently 618 Research & Development
## 796 37 No Travel_Rarely 309 Sales
## 797 25 Yes Travel_Rarely 1219 Research & Development
## 798 26 Yes Travel_Rarely 1330 Research & Development
## 799 33 Yes Travel_Rarely 1017 Research & Development
## 800 42 No Travel_Rarely 469 Research & Development
## 801 28 Yes Travel_Frequently 1009 Research & Development
## 802 50 Yes Travel_Frequently 959 Sales
## 803 33 No Travel_Frequently 970 Sales
## 804 34 No Non-Travel 697 Research & Development
## 805 48 No Non-Travel 1262 Research & Development
## 806 45 No Non-Travel 1050 Sales
## 807 52 No Travel_Rarely 994 Research & Development
## 808 38 No Travel_Rarely 770 Sales
## 809 29 No Travel_Rarely 1107 Research & Development
## 810 28 No Travel_Rarely 950 Research & Development
## 811 46 No Travel_Rarely 406 Sales
## 812 38 No Travel_Rarely 130 Sales
## 813 43 No Travel_Frequently 1082 Research & Development
## 814 39 Yes Travel_Frequently 203 Research & Development
## 815 40 No Travel_Rarely 1308 Research & Development
## 816 21 No Travel_Rarely 984 Research & Development
## 817 39 No Non-Travel 439 Research & Development
## 818 36 No Non-Travel 217 Research & Development
## 819 31 No Travel_Frequently 793 Sales
## 820 28 No Travel_Rarely 1451 Research & Development
## 821 35 No Travel_Frequently 1182 Sales
## 822 49 No Travel_Rarely 174 Sales
## 823 34 No Travel_Frequently 1003 Research & Development
## 824 29 No Travel_Frequently 490 Research & Development
## 825 42 No Travel_Rarely 188 Research & Development
## 826 29 No Travel_Rarely 718 Research & Development
## 827 38 No Travel_Rarely 433 Human Resources
## 828 28 No Travel_Frequently 773 Research & Development
## 829 18 Yes Non-Travel 247 Research & Development
## 830 33 Yes Travel_Rarely 603 Sales
## 831 41 No Travel_Rarely 167 Research & Development
## 832 31 Yes Travel_Frequently 874 Research & Development
## 833 37 No Travel_Rarely 367 Research & Development
## 834 27 No Travel_Rarely 199 Research & Development
## 835 34 No Travel_Rarely 1400 Sales
## 836 35 No Travel_Rarely 528 Human Resources
## 837 29 Yes Travel_Rarely 408 Sales
## 838 40 No Travel_Frequently 593 Research & Development
## 839 42 Yes Travel_Frequently 481 Sales
## 840 42 No Travel_Rarely 647 Sales
## 841 35 No Travel_Rarely 982 Research & Development
## 842 24 No Travel_Rarely 477 Research & Development
## 843 28 Yes Travel_Rarely 1485 Research & Development
## 844 26 No Travel_Rarely 1384 Research & Development
## 845 30 No Travel_Rarely 852 Sales
## 846 40 No Travel_Frequently 902 Research & Development
## 847 35 No Travel_Rarely 819 Research & Development
## 848 34 No Travel_Frequently 669 Research & Development
## 849 35 No Travel_Frequently 636 Research & Development
## 850 43 Yes Travel_Rarely 1372 Sales
## 851 32 No Non-Travel 862 Sales
## 852 56 No Travel_Rarely 718 Research & Development
## 853 29 No Travel_Rarely 1401 Research & Development
## 854 19 No Travel_Rarely 645 Research & Development
## 855 45 No Travel_Rarely 1457 Research & Development
## 856 37 No Travel_Rarely 977 Research & Development
## 857 20 No Travel_Rarely 805 Research & Development
## 858 44 Yes Travel_Rarely 1097 Research & Development
## 859 53 No Travel_Rarely 1223 Research & Development
## 860 29 No Travel_Rarely 942 Research & Development
## 861 22 Yes Travel_Frequently 1256 Research & Development
## 862 46 No Travel_Rarely 1402 Sales
## 863 44 No Non-Travel 111 Research & Development
## 864 33 No Travel_Rarely 147 Human Resources
## 865 41 Yes Non-Travel 906 Research & Development
## 866 30 No Travel_Rarely 1329 Sales
## 867 40 No Travel_Frequently 1184 Sales
## 868 50 No Travel_Frequently 1421 Research & Development
## 869 28 No Travel_Rarely 1179 Research & Development
## 870 46 No Travel_Rarely 1450 Research & Development
## 871 35 No Travel_Rarely 1361 Sales
## 872 24 Yes Travel_Rarely 984 Research & Development
## 873 33 No Travel_Frequently 1146 Sales
## 874 36 No Travel_Rarely 917 Research & Development
## 875 30 No Travel_Rarely 853 Research & Development
## 876 44 No Travel_Rarely 200 Research & Development
## 877 20 No Travel_Rarely 654 Sales
## 878 46 No Travel_Rarely 150 Research & Development
## 879 42 No Non-Travel 179 Human Resources
## 880 60 No Travel_Rarely 696 Sales
## 881 32 No Travel_Frequently 116 Research & Development
## 882 32 No Travel_Frequently 1316 Research & Development
## 883 36 No Travel_Rarely 363 Research & Development
## 884 33 No Travel_Rarely 117 Research & Development
## 885 40 No Travel_Rarely 107 Sales
## 886 25 No Travel_Rarely 1356 Sales
## 887 30 No Travel_Rarely 1465 Research & Development
## 888 42 No Travel_Frequently 458 Research & Development
## 889 35 No Non-Travel 1212 Sales
## 890 27 No Travel_Rarely 1103 Research & Development
## 891 54 No Travel_Frequently 966 Research & Development
## 892 44 No Travel_Rarely 1117 Research & Development
## 893 19 Yes Non-Travel 504 Research & Development
## 894 29 No Travel_Rarely 1010 Research & Development
## 895 54 No Travel_Rarely 685 Research & Development
## 896 31 No Travel_Rarely 1332 Research & Development
## 897 31 No Travel_Rarely 1062 Research & Development
## 898 59 No Travel_Rarely 326 Sales
## 899 43 No Travel_Rarely 920 Research & Development
## 900 49 No Travel_Rarely 1098 Research & Development
## 901 36 No Travel_Frequently 469 Research & Development
## 902 48 No Travel_Rarely 969 Research & Development
## 903 27 No Travel_Rarely 1167 Research & Development
## 904 29 No Travel_Rarely 1329 Research & Development
## 905 48 No Travel_Rarely 715 Research & Development
## 906 29 No Travel_Rarely 694 Research & Development
## 907 34 No Travel_Rarely 1320 Research & Development
## 908 44 No Travel_Rarely 1099 Sales
## 909 33 No Travel_Rarely 536 Sales
## 910 19 No Travel_Rarely 265 Research & Development
## 911 23 No Travel_Rarely 373 Research & Development
## 912 25 Yes Travel_Frequently 599 Sales
## 913 26 No Travel_Rarely 583 Research & Development
## 914 45 Yes Travel_Rarely 1449 Sales
## 915 55 No Non-Travel 177 Research & Development
## 916 21 Yes Travel_Frequently 251 Research & Development
## 917 46 No Travel_Rarely 168 Sales
## 918 34 No Travel_Rarely 131 Sales
## 919 51 No Travel_Frequently 237 Sales
## 920 59 No Travel_Rarely 1429 Research & Development
## 921 34 No Travel_Frequently 135 Research & Development
## 922 28 No Travel_Frequently 791 Research & Development
## 923 44 No Travel_Rarely 1199 Research & Development
## 924 34 No Travel_Frequently 648 Human Resources
## 925 35 No Travel_Rarely 735 Research & Development
## 926 42 No Travel_Rarely 603 Research & Development
## 927 43 No Travel_Rarely 531 Sales
## 928 36 No Travel_Rarely 429 Research & Development
## 929 44 Yes Travel_Rarely 621 Research & Development
## 930 28 No Travel_Frequently 193 Research & Development
## 931 51 No Travel_Frequently 968 Research & Development
## 932 30 No Non-Travel 879 Research & Development
## 933 29 Yes Travel_Rarely 806 Research & Development
## 934 28 No Travel_Rarely 640 Research & Development
## 935 25 No Travel_Rarely 266 Research & Development
## 936 32 No Travel_Rarely 604 Sales
## 937 45 No Travel_Frequently 364 Research & Development
## 938 39 No Travel_Rarely 412 Research & Development
## 939 58 No Travel_Rarely 848 Research & Development
## 940 32 Yes Travel_Rarely 1089 Research & Development
## 941 39 Yes Travel_Rarely 360 Research & Development
## 942 30 No Travel_Rarely 1138 Research & Development
## 943 36 No Travel_Rarely 325 Research & Development
## 944 46 No Travel_Rarely 991 Human Resources
## 945 28 No Non-Travel 1476 Research & Development
## 946 50 No Travel_Rarely 1322 Research & Development
## 947 40 Yes Travel_Rarely 299 Sales
## 948 52 Yes Travel_Rarely 1030 Sales
## 949 30 No Travel_Rarely 634 Research & Development
## 950 39 No Travel_Rarely 524 Research & Development
## 951 31 No Non-Travel 587 Sales
## 952 41 No Non-Travel 256 Sales
## 953 31 Yes Travel_Frequently 1060 Sales
## 954 44 Yes Travel_Rarely 935 Research & Development
## 955 42 No Non-Travel 495 Research & Development
## 956 55 No Travel_Rarely 282 Research & Development
## 957 56 No Travel_Rarely 206 Human Resources
## 958 40 No Non-Travel 458 Research & Development
## 959 34 No Travel_Rarely 943 Research & Development
## 960 40 No Travel_Rarely 523 Research & Development
## 961 41 No Travel_Frequently 1018 Sales
## 962 35 No Travel_Frequently 482 Research & Development
## 963 51 No Travel_Rarely 770 Human Resources
## 964 38 No Travel_Rarely 1009 Sales
## 965 34 No Travel_Rarely 507 Sales
## 966 25 No Travel_Rarely 882 Research & Development
## 967 58 Yes Travel_Rarely 601 Research & Development
## 968 40 No Travel_Rarely 329 Research & Development
## 969 36 No Travel_Frequently 607 Sales
## 970 48 No Travel_Rarely 855 Research & Development
## 971 27 No Travel_Rarely 1291 Sales
## 972 51 No Travel_Rarely 1405 Research & Development
## 973 18 No Non-Travel 1124 Research & Development
## 974 35 No Travel_Rarely 817 Research & Development
## 975 27 No Travel_Frequently 793 Sales
## 976 55 Yes Travel_Rarely 267 Sales
## 977 56 No Travel_Rarely 1369 Research & Development
## 978 34 No Non-Travel 999 Research & Development
## 979 40 No Travel_Rarely 1202 Research & Development
## 980 34 No Travel_Rarely 285 Research & Development
## 981 31 Yes Travel_Frequently 703 Sales
## 982 35 Yes Travel_Frequently 662 Sales
## 983 38 No Travel_Frequently 693 Research & Development
## 984 34 No Travel_Rarely 404 Research & Development
## 985 28 No Travel_Rarely 736 Sales
## 986 31 Yes Travel_Rarely 330 Research & Development
## 987 39 No Travel_Rarely 1498 Sales
## 988 51 No Travel_Frequently 541 Sales
## 989 41 No Travel_Frequently 1200 Research & Development
## 990 37 No Travel_Rarely 1439 Research & Development
## 991 33 No Travel_Frequently 1111 Sales
## 992 32 No Travel_Rarely 499 Sales
## 993 39 No Non-Travel 1485 Research & Development
## 994 25 No Travel_Rarely 1372 Sales
## 995 52 No Travel_Frequently 322 Research & Development
## 996 43 No Travel_Rarely 930 Research & Development
## 997 27 No Travel_Rarely 205 Sales
## 998 27 Yes Travel_Rarely 135 Research & Development
## 999 26 No Travel_Rarely 683 Research & Development
## 1000 42 No Travel_Rarely 1147 Human Resources
## 1001 52 No Travel_Rarely 258 Research & Development
## 1002 37 No Travel_Rarely 1462 Research & Development
## 1003 35 No Travel_Frequently 200 Research & Development
## 1004 25 No Travel_Rarely 949 Research & Development
## 1005 26 No Travel_Rarely 652 Research & Development
## 1006 29 No Travel_Rarely 332 Human Resources
## 1007 49 Yes Travel_Frequently 1475 Research & Development
## 1008 29 Yes Travel_Frequently 337 Research & Development
## 1009 54 No Travel_Rarely 971 Research & Development
## 1010 58 No Travel_Rarely 1055 Research & Development
## 1011 55 No Travel_Rarely 1136 Research & Development
## 1012 36 No Travel_Rarely 1174 Sales
## 1013 31 Yes Travel_Frequently 667 Sales
## 1014 30 No Travel_Rarely 855 Sales
## 1015 31 No Travel_Rarely 182 Research & Development
## 1016 34 No Travel_Frequently 560 Research & Development
## 1017 31 Yes Travel_Rarely 202 Research & Development
## 1018 27 No Travel_Rarely 1377 Research & Development
## 1019 36 No Travel_Rarely 172 Research & Development
## 1020 36 No Travel_Rarely 329 Sales
## 1021 47 No Travel_Rarely 465 Research & Development
## 1022 25 Yes Travel_Rarely 383 Sales
## 1023 37 No Non-Travel 1413 Research & Development
## 1024 56 No Travel_Rarely 1255 Research & Development
## 1025 47 No Travel_Rarely 359 Research & Development
## 1026 24 No Travel_Rarely 1476 Sales
## 1027 32 No Travel_Rarely 601 Sales
## 1028 34 No Travel_Rarely 401 Research & Development
## 1029 41 No Travel_Rarely 1283 Research & Development
## 1030 40 No Non-Travel 663 Research & Development
## 1031 31 No Travel_Rarely 326 Sales
## 1032 46 Yes Travel_Rarely 377 Sales
## 1033 39 Yes Non-Travel 592 Research & Development
## 1034 31 Yes Travel_Frequently 1445 Research & Development
## 1035 45 No Travel_Rarely 1038 Research & Development
## 1036 31 No Travel_Rarely 1398 Human Resources
## 1037 31 Yes Travel_Frequently 523 Research & Development
## 1038 45 No Travel_Rarely 1448 Research & Development
## 1039 48 No Travel_Rarely 1221 Sales
## 1040 34 Yes Travel_Rarely 1107 Human Resources
## 1041 40 No Non-Travel 218 Research & Development
## 1042 28 No Travel_Rarely 866 Sales
## 1043 44 No Non-Travel 981 Research & Development
## 1044 53 No Travel_Rarely 447 Research & Development
## 1045 49 No Travel_Rarely 1495 Research & Development
## 1046 40 No Travel_Rarely 896 Research & Development
## 1047 44 No Travel_Rarely 1467 Research & Development
## 1048 33 No Travel_Frequently 430 Sales
## 1049 34 No Travel_Rarely 1326 Sales
## 1050 30 No Travel_Rarely 1358 Sales
## 1051 42 No Travel_Frequently 748 Research & Development
## 1052 44 No Travel_Frequently 383 Sales
## 1053 30 No Non-Travel 990 Research & Development
## 1054 57 No Travel_Rarely 405 Research & Development
## 1055 49 No Travel_Rarely 1490 Research & Development
## 1056 34 No Travel_Frequently 829 Research & Development
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## 1058 29 Yes Travel_Frequently 115 Sales
## 1059 34 Yes Travel_Rarely 790 Sales
## 1060 35 No Travel_Rarely 660 Sales
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## 1062 24 No Non-Travel 830 Sales
## 1063 44 No Travel_Frequently 1193 Research & Development
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## 1066 55 No Travel_Rarely 1229 Research & Development
## 1067 33 No Travel_Rarely 1099 Research & Development
## 1068 47 No Travel_Rarely 571 Sales
## 1069 28 Yes Travel_Frequently 289 Research & Development
## 1070 28 No Travel_Rarely 1423 Research & Development
## 1071 28 No Travel_Frequently 467 Sales
## 1072 49 No Travel_Rarely 271 Research & Development
## 1073 29 No Travel_Frequently 410 Research & Development
## 1074 28 No Travel_Rarely 1083 Research & Development
## 1075 33 No Travel_Rarely 516 Research & Development
## 1076 32 No Travel_Rarely 495 Research & Development
## 1077 54 No Travel_Frequently 1050 Research & Development
## 1078 29 Yes Travel_Rarely 224 Research & Development
## 1079 44 No Travel_Rarely 136 Research & Development
## 1080 39 No Travel_Rarely 1089 Research & Development
## 1081 46 No Travel_Rarely 228 Sales
## 1082 35 No Travel_Rarely 1029 Research & Development
## 1083 23 No Travel_Rarely 507 Research & Development
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## 1087 50 No Travel_Frequently 333 Research & Development
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## 1089 42 No Travel_Rarely 1210 Research & Development
## 1090 37 No Travel_Rarely 674 Research & Development
## 1091 29 No Travel_Rarely 441 Research & Development
## 1092 33 No Travel_Rarely 575 Research & Development
## 1093 45 No Travel_Rarely 950 Research & Development
## 1094 42 No Travel_Frequently 288 Research & Development
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## 1099 40 No Non-Travel 1142 Research & Development
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## 1101 35 No Travel_Rarely 1402 Sales
## 1102 32 No Travel_Rarely 824 Research & Development
## 1103 36 No Travel_Rarely 1157 Sales
## 1104 48 No Travel_Rarely 492 Sales
## 1105 29 No Travel_Rarely 598 Research & Development
## 1106 33 No Travel_Rarely 1242 Sales
## 1107 30 Yes Travel_Rarely 740 Sales
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## 1112 53 Yes Travel_Rarely 607 Research & Development
## 1113 38 Yes Travel_Rarely 903 Research & Development
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## 1116 34 No Travel_Rarely 479 Research & Development
## 1117 55 No Travel_Rarely 685 Sales
## 1118 34 No Travel_Rarely 1351 Research & Development
## 1119 26 No Travel_Rarely 474 Research & Development
## 1120 38 No Travel_Rarely 1245 Sales
## 1121 38 No Travel_Rarely 437 Sales
## 1122 36 No Travel_Rarely 884 Sales
## 1123 29 No Travel_Rarely 1370 Research & Development
## 1124 35 No Travel_Rarely 670 Research & Development
## 1125 39 No Travel_Rarely 1462 Sales
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## 1127 50 No Travel_Rarely 264 Sales
## 1128 23 No Travel_Rarely 977 Research & Development
## 1129 36 No Travel_Frequently 1302 Research & Development
## 1130 42 No Travel_Rarely 1059 Research & Development
## 1131 35 No Travel_Rarely 750 Research & Development
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## 1135 35 No Travel_Rarely 1349 Research & Development
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## 1138 22 No Non-Travel 457 Research & Development
## 1139 50 No Travel_Frequently 1234 Research & Development
## 1140 32 No Travel_Rarely 634 Research & Development
## 1141 44 No Travel_Rarely 1313 Research & Development
## 1142 30 No Travel_Rarely 241 Research & Development
## 1143 45 No Travel_Rarely 1015 Research & Development
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## 1146 36 No Travel_Rarely 559 Research & Development
## 1147 34 No Travel_Frequently 426 Research & Development
## 1148 49 No Travel_Rarely 722 Research & Development
## 1149 39 No Travel_Rarely 1387 Research & Development
## 1150 27 No Travel_Rarely 1302 Research & Development
## 1151 35 No Travel_Rarely 819 Research & Development
## 1152 28 No Travel_Rarely 580 Research & Development
## 1153 21 No Travel_Rarely 546 Research & Development
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## 1158 35 No Non-Travel 208 Research & Development
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## 1160 39 No Travel_Frequently 711 Research & Development
## 1161 45 No Travel_Rarely 1329 Research & Development
## 1162 38 No Travel_Rarely 397 Research & Development
## 1163 35 Yes Travel_Rarely 737 Sales
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## 1165 40 No Travel_Rarely 448 Research & Development
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## 1169 24 No Travel_Frequently 567 Research & Development
## 1170 27 No Travel_Rarely 486 Research & Development
## 1171 27 No Travel_Frequently 591 Research & Development
## 1172 40 Yes Travel_Rarely 1329 Research & Development
## 1173 29 No Travel_Rarely 469 Sales
## 1174 36 No Travel_Rarely 711 Research & Development
## 1175 25 No Travel_Frequently 772 Research & Development
## 1176 39 No Travel_Rarely 492 Research & Development
## 1177 49 No Travel_Rarely 301 Research & Development
## 1178 50 No Travel_Rarely 813 Research & Development
## 1179 20 No Travel_Rarely 1141 Sales
## 1180 34 No Travel_Rarely 1130 Research & Development
## 1181 36 No Travel_Rarely 311 Research & Development
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## 1185 54 No Travel_Rarely 584 Research & Development
## 1186 43 No Travel_Rarely 1291 Research & Development
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## 1190 33 No Travel_Rarely 392 Sales
## 1191 32 No Travel_Rarely 977 Research & Development
## 1192 31 No Travel_Rarely 1112 Sales
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## 1194 38 No Travel_Frequently 148 Research & Development
## 1195 47 No Travel_Rarely 1225 Sales
## 1196 49 No Travel_Rarely 809 Research & Development
## 1197 41 No Travel_Rarely 1206 Sales
## 1198 20 No Travel_Rarely 727 Sales
## 1199 33 No Non-Travel 530 Sales
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## 1204 53 No Travel_Rarely 1395 Research & Development
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## 1206 32 Yes Travel_Rarely 1259 Research & Development
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## 1208 55 No Travel_Rarely 1441 Research & Development
## 1209 34 No Travel_Rarely 1157 Research & Development
## 1210 60 No Travel_Rarely 370 Research & Development
## 1211 33 No Travel_Rarely 267 Research & Development
## 1212 37 No Travel_Frequently 1278 Sales
## 1213 34 No Travel_Rarely 678 Research & Development
## 1214 23 Yes Travel_Rarely 427 Sales
## 1215 44 No Travel_Rarely 921 Research & Development
## 1216 35 No Travel_Frequently 146 Research & Development
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## 1218 24 No Travel_Rarely 581 Research & Development
## 1219 41 No Travel_Rarely 918 Sales
## 1220 29 No Travel_Rarely 1082 Research & Development
## 1221 36 No Travel_Rarely 530 Sales
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## 1225 26 No Travel_Rarely 390 Research & Development
## 1226 45 No Travel_Rarely 1005 Research & Development
## 1227 32 No Travel_Frequently 585 Research & Development
## 1228 31 No Travel_Rarely 741 Research & Development
## 1229 41 No Non-Travel 552 Human Resources
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## 1231 24 No Travel_Rarely 506 Research & Development
## 1232 46 No Travel_Rarely 717 Research & Development
## 1233 35 No Travel_Rarely 1370 Research & Development
## 1234 30 No Travel_Rarely 793 Research & Development
## 1235 47 No Non-Travel 543 Sales
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## 1237 36 Yes Travel_Rarely 1456 Sales
## 1238 32 Yes Travel_Rarely 964 Sales
## 1239 23 No Travel_Rarely 160 Research & Development
## 1240 31 No Travel_Frequently 163 Research & Development
## 1241 39 No Non-Travel 792 Research & Development
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## 1243 40 No Travel_Rarely 611 Sales
## 1244 45 No Travel_Rarely 176 Human Resources
## 1245 30 No Travel_Frequently 1312 Research & Development
## 1246 24 No Travel_Frequently 897 Human Resources
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## 1249 27 No Travel_Rarely 1054 Research & Development
## 1250 29 Yes Travel_Rarely 428 Sales
## 1251 29 No Travel_Frequently 461 Research & Development
## 1252 30 No Travel_Rarely 979 Sales
## 1253 34 No Travel_Rarely 181 Research & Development
## 1254 33 No Non-Travel 1283 Sales
## 1255 49 No Travel_Rarely 1313 Sales
## 1256 33 Yes Travel_Rarely 211 Sales
## 1257 38 No Travel_Frequently 594 Research & Development
## 1258 31 Yes Travel_Rarely 1079 Sales
## 1259 29 No Travel_Rarely 590 Research & Development
## 1260 30 No Travel_Rarely 305 Research & Development
## 1261 32 No Non-Travel 953 Research & Development
## 1262 38 No Travel_Rarely 833 Research & Development
## 1263 43 Yes Travel_Frequently 807 Research & Development
## 1264 42 No Travel_Rarely 855 Research & Development
## 1265 55 No Travel_Rarely 478 Research & Development
## 1266 33 No Non-Travel 775 Research & Development
## 1267 41 No Travel_Rarely 548 Research & Development
## 1268 34 No Non-Travel 1375 Sales
## 1269 53 No Non-Travel 661 Research & Development
## 1270 43 No Travel_Rarely 244 Human Resources
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## 1272 21 Yes Travel_Rarely 337 Sales
## 1273 38 No Travel_Rarely 1153 Research & Development
## 1274 22 Yes Travel_Rarely 1294 Research & Development
## 1275 31 No Travel_Rarely 196 Sales
## 1276 51 No Travel_Rarely 942 Research & Development
## 1277 37 No Travel_Rarely 589 Sales
## 1278 46 No Travel_Rarely 734 Research & Development
## 1279 36 No Travel_Rarely 1383 Research & Development
## 1280 44 Yes Travel_Frequently 429 Research & Development
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## 1283 33 No Travel_Rarely 867 Research & Development
## 1284 28 No Travel_Rarely 1181 Research & Development
## 1285 39 No Travel_Rarely 1253 Research & Development
## 1286 46 No Non-Travel 849 Sales
## 1287 40 No Travel_Rarely 616 Research & Development
## 1288 42 No Travel_Rarely 1128 Research & Development
## 1289 35 No Non-Travel 1180 Research & Development
## 1290 38 No Non-Travel 1336 Human Resources
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## 1292 37 Yes Travel_Rarely 370 Research & Development
## 1293 39 No Travel_Frequently 766 Sales
## 1294 43 No Non-Travel 343 Research & Development
## 1295 41 No Travel_Rarely 447 Research & Development
## 1296 41 No Travel_Rarely 796 Sales
## 1297 30 No Travel_Rarely 1092 Research & Development
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## 1299 46 Yes Travel_Rarely 261 Research & Development
## 1300 40 No Travel_Rarely 1194 Research & Development
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## 1303 35 No Travel_Rarely 185 Research & Development
## 1304 47 No Travel_Rarely 1001 Research & Development
## 1305 40 No Travel_Rarely 750 Research & Development
## 1306 54 No Travel_Rarely 431 Research & Development
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## 1308 28 No Travel_Rarely 1217 Research & Development
## 1309 38 No Travel_Rarely 723 Sales
## 1310 26 No Travel_Rarely 572 Sales
## 1311 58 No Travel_Frequently 1216 Research & Development
## 1312 18 No Non-Travel 1431 Research & Development
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## 1318 27 No Travel_Frequently 1297 Research & Development
## 1319 29 No Travel_Frequently 574 Research & Development
## 1320 32 No Travel_Frequently 1318 Sales
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## 1324 28 No Non-Travel 280 Human Resources
## 1325 29 No Travel_Rarely 726 Research & Development
## 1326 42 No Travel_Rarely 1142 Research & Development
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## 1328 46 No Travel_Rarely 1319 Sales
## 1329 27 No Travel_Rarely 728 Sales
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## 1331 43 No Travel_Rarely 823 Research & Development
## 1332 48 No Travel_Rarely 1224 Research & Development
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## 1335 27 No Travel_Frequently 1131 Research & Development
## 1336 39 No Travel_Rarely 835 Research & Development
## 1337 55 No Travel_Rarely 836 Research & Development
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## 1340 22 Yes Travel_Rarely 391 Research & Development
## 1341 36 No Travel_Rarely 1266 Sales
## 1342 31 No Travel_Rarely 311 Research & Development
## 1343 34 No Travel_Rarely 1480 Sales
## 1344 29 No Travel_Rarely 592 Research & Development
## 1345 37 No Travel_Rarely 783 Research & Development
## 1346 35 No Travel_Rarely 219 Research & Development
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## 1350 26 No Travel_Rarely 482 Research & Development
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## 1357 41 No Travel_Rarely 337 Sales
## 1358 42 No Travel_Rarely 1396 Research & Development
## 1359 31 No Travel_Rarely 1079 Sales
## 1360 34 No Travel_Rarely 735 Sales
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## 1363 45 No Travel_Frequently 1297 Research & Development
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## 1373 39 No Travel_Rarely 867 Research & Development
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## 1378 49 No Travel_Frequently 1064 Research & Development
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## 1388 29 No Travel_Rarely 136 Research & Development
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## 1393 35 No Travel_Rarely 1224 Sales
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## 1399 33 No Travel_Frequently 1303 Research & Development
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## 1408 24 No Travel_Rarely 771 Research & Development
## 1409 23 No Travel_Rarely 571 Research & Development
## 1410 40 No Travel_Frequently 692 Research & Development
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## 1414 25 No Travel_Rarely 977 Research & Development
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## 1424 22 No Travel_Rarely 581 Research & Development
## 1425 35 No Travel_Rarely 1395 Research & Development
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## 1435 52 No Non-Travel 585 Sales
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## 1442 56 No Non-Travel 667 Research & Development
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## 1457 35 No Travel_Frequently 1199 Research & Development
## 1458 40 No Travel_Rarely 1194 Research & Development
## 1459 35 No Travel_Rarely 287 Research & Development
## 1460 29 No Travel_Rarely 1378 Research & Development
## 1461 29 No Travel_Rarely 468 Research & Development
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## 1467 39 No Travel_Rarely 613 Research & Development
## 1468 27 No Travel_Rarely 155 Research & Development
## 1469 49 No Travel_Frequently 1023 Sales
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## 403 Sales Executive 3 Single 6577
## 404 Sales Executive 1 Married 8392
## 405 Laboratory Technician 1 Divorced 4558
## 406 Laboratory Technician 1 Married 4031
## 407 Manufacturing Director 3 Married 7969
## 408 Research Scientist 4 Married 2654
## 409 Manager 4 Married 16555
## 410 Research Scientist 3 Divorced 4556
## 411 Manufacturing Director 4 Single 6091
## 412 Manager 1 Married 19566
## 413 Manufacturing Director 3 Divorced 4810
## 414 Healthcare Representative 4 Married 4523
## 415 Sales Representative 2 Single 3202
## 416 Sales Representative 3 Divorced 2351
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## 418 Manager 3 Married 18041
## 419 Research Scientist 4 Divorced 2886
## 420 Laboratory Technician 4 Married 2097
## 421 Research Director 3 Married 11935
## 422 Research Scientist 2 Married 2546
## 423 Human Resources 4 Single 2564
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## 428 Sales Executive 1 Married 10266
## 429 Manufacturing Director 4 Divorced 5070
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## 431 Laboratory Technician 3 Single 4230
## 432 Laboratory Technician 3 Single 3780
## 433 Research Scientist 3 Divorced 2768
## 434 Sales Executive 4 Married 9071
## 435 Manufacturing Director 2 Divorced 10648
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## 437 Laboratory Technician 4 Divorced 3408
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## 444 Laboratory Technician 3 Single 3894
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## 449 Manufacturing Director 3 Single 13237
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## 451 Sales Executive 4 Single 6582
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## 455 Manufacturing Director 4 Divorced 4262
## 456 Research Director 3 Divorced 16184
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## 468 Sales Executive 2 Divorced 8834
## 469 Research Scientist 1 Divorced 5577
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## 490 Research Director 4 Divorced 16627
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## 494 Human Resources 3 Single 5985
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## 1127 19519 4 Y Yes 16
## 1128 12826 2 Y No 16
## 1129 19711 3 Y Yes 13
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## 1133 11262 1 Y No 15
## 1134 5855 5 Y No 12
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## 1137 7324 1 Y Yes 17
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## 1140 18783 3 Y No 17
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## 1151 26312 1 Y No 11
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## 1158 12250 1 Y No 12
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## 1162 14199 3 Y Yes 19
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## 1166 10503 4 Y Yes 11
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## 1196 22384 4 Y No 14
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## 1205 11740 2 Y Yes 11
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## 1237 8658 5 Y Yes 13
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## Experience
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## 1469 Experienced
## 1470 Inexperienced#Increasing MonthlyIncome by 10% (using mutate function)
hr <- hr %>%
mutate(IncreasedIncome = MonthlyIncome * 1.10)
print(hr)## Age Attrition BusinessTravel DailyRate Department
## 1 41 Yes Travel_Rarely 1102 Sales
## 2 49 No Travel_Frequently 279 Research & Development
## 3 37 Yes Travel_Rarely 1373 Research & Development
## 4 33 No Travel_Frequently 1392 Research & Development
## 5 27 No Travel_Rarely 591 Research & Development
## 6 32 No Travel_Frequently 1005 Research & Development
## 7 59 No Travel_Rarely 1324 Research & Development
## 8 30 No Travel_Rarely 1358 Research & Development
## 9 38 No Travel_Frequently 216 Research & Development
## 10 36 No Travel_Rarely 1299 Research & Development
## 11 35 No Travel_Rarely 809 Research & Development
## 12 29 No Travel_Rarely 153 Research & Development
## 13 31 No Travel_Rarely 670 Research & Development
## 14 34 No Travel_Rarely 1346 Research & Development
## 15 28 Yes Travel_Rarely 103 Research & Development
## 16 29 No Travel_Rarely 1389 Research & Development
## 17 32 No Travel_Rarely 334 Research & Development
## 18 22 No Non-Travel 1123 Research & Development
## 19 53 No Travel_Rarely 1219 Sales
## 20 38 No Travel_Rarely 371 Research & Development
## 21 24 No Non-Travel 673 Research & Development
## 22 36 Yes Travel_Rarely 1218 Sales
## 23 34 No Travel_Rarely 419 Research & Development
## 24 21 No Travel_Rarely 391 Research & Development
## 25 34 Yes Travel_Rarely 699 Research & Development
## 26 53 No Travel_Rarely 1282 Research & Development
## 27 32 Yes Travel_Frequently 1125 Research & Development
## 28 42 No Travel_Rarely 691 Sales
## 29 44 No Travel_Rarely 477 Research & Development
## 30 46 No Travel_Rarely 705 Sales
## 31 33 No Travel_Rarely 924 Research & Development
## 32 44 No Travel_Rarely 1459 Research & Development
## 33 30 No Travel_Rarely 125 Research & Development
## 34 39 Yes Travel_Rarely 895 Sales
## 35 24 Yes Travel_Rarely 813 Research & Development
## 36 43 No Travel_Rarely 1273 Research & Development
## 37 50 Yes Travel_Rarely 869 Sales
## 38 35 No Travel_Rarely 890 Sales
## 39 36 No Travel_Rarely 852 Research & Development
## 40 33 No Travel_Frequently 1141 Sales
## 41 35 No Travel_Rarely 464 Research & Development
## 42 27 No Travel_Rarely 1240 Research & Development
## 43 26 Yes Travel_Rarely 1357 Research & Development
## 44 27 No Travel_Frequently 994 Sales
## 45 30 No Travel_Frequently 721 Research & Development
## 46 41 Yes Travel_Rarely 1360 Research & Development
## 47 34 No Non-Travel 1065 Sales
## 48 37 No Travel_Rarely 408 Research & Development
## 49 46 No Travel_Frequently 1211 Sales
## 50 35 No Travel_Rarely 1229 Research & Development
## 51 48 Yes Travel_Rarely 626 Research & Development
## 52 28 Yes Travel_Rarely 1434 Research & Development
## 53 44 No Travel_Rarely 1488 Sales
## 54 35 No Non-Travel 1097 Research & Development
## 55 26 No Travel_Rarely 1443 Sales
## 56 33 No Travel_Frequently 515 Research & Development
## 57 35 No Travel_Frequently 853 Sales
## 58 35 No Travel_Rarely 1142 Research & Development
## 59 31 No Travel_Rarely 655 Research & Development
## 60 37 No Travel_Rarely 1115 Research & Development
## 61 32 No Travel_Rarely 427 Research & Development
## 62 38 No Travel_Frequently 653 Research & Development
## 63 50 No Travel_Rarely 989 Research & Development
## 64 59 No Travel_Rarely 1435 Sales
## 65 36 No Travel_Rarely 1223 Research & Development
## 66 55 No Travel_Rarely 836 Research & Development
## 67 36 No Travel_Frequently 1195 Research & Development
## 68 45 No Travel_Rarely 1339 Research & Development
## 69 35 No Travel_Frequently 664 Research & Development
## 70 36 Yes Travel_Rarely 318 Research & Development
## 71 59 No Travel_Frequently 1225 Sales
## 72 29 No Travel_Rarely 1328 Research & Development
## 73 31 No Travel_Rarely 1082 Research & Development
## 74 32 No Travel_Rarely 548 Research & Development
## 75 36 No Travel_Rarely 132 Research & Development
## 76 31 No Travel_Rarely 746 Research & Development
## 77 35 No Travel_Rarely 776 Sales
## 78 45 No Travel_Rarely 193 Research & Development
## 79 37 No Travel_Rarely 397 Research & Development
## 80 46 No Travel_Rarely 945 Human Resources
## 81 30 No Travel_Rarely 852 Research & Development
## 82 35 No Travel_Rarely 1214 Research & Development
## 83 55 No Travel_Rarely 111 Sales
## 84 38 No Non-Travel 573 Research & Development
## 85 34 No Travel_Rarely 1153 Research & Development
## 86 56 No Travel_Rarely 1400 Research & Development
## 87 23 No Travel_Rarely 541 Sales
## 88 51 No Travel_Rarely 432 Research & Development
## 89 30 No Travel_Rarely 288 Research & Development
## 90 46 Yes Travel_Rarely 669 Sales
## 91 40 No Travel_Frequently 530 Research & Development
## 92 51 No Travel_Rarely 632 Sales
## 93 30 No Travel_Rarely 1334 Sales
## 94 46 No Travel_Frequently 638 Research & Development
## 95 32 No Travel_Rarely 1093 Sales
## 96 54 No Travel_Rarely 1217 Research & Development
## 97 24 No Travel_Rarely 1353 Sales
## 98 28 No Non-Travel 120 Sales
## 99 58 No Travel_Rarely 682 Sales
## 100 44 No Non-Travel 489 Research & Development
## 101 37 Yes Travel_Rarely 807 Human Resources
## 102 32 No Travel_Rarely 827 Research & Development
## 103 20 Yes Travel_Frequently 871 Research & Development
## 104 34 No Travel_Rarely 665 Research & Development
## 105 37 No Non-Travel 1040 Research & Development
## 106 59 No Non-Travel 1420 Human Resources
## 107 50 No Travel_Frequently 1115 Research & Development
## 108 25 Yes Travel_Rarely 240 Sales
## 109 25 No Travel_Rarely 1280 Research & Development
## 110 22 No Travel_Rarely 534 Research & Development
## 111 51 No Travel_Frequently 1456 Research & Development
## 112 34 Yes Travel_Frequently 658 Research & Development
## 113 54 No Non-Travel 142 Human Resources
## 114 24 No Travel_Rarely 1127 Research & Development
## 115 34 No Travel_Rarely 1031 Research & Development
## 116 37 No Travel_Rarely 1189 Sales
## 117 34 No Travel_Rarely 1354 Research & Development
## 118 36 No Travel_Frequently 1467 Sales
## 119 36 No Travel_Rarely 922 Research & Development
## 120 43 No Travel_Frequently 394 Sales
## 121 30 No Travel_Frequently 1312 Research & Development
## 122 33 No Non-Travel 750 Sales
## 123 56 Yes Travel_Rarely 441 Research & Development
## 124 51 No Travel_Rarely 684 Research & Development
## 125 31 Yes Travel_Rarely 249 Sales
## 126 26 No Travel_Rarely 841 Research & Development
## 127 58 Yes Travel_Rarely 147 Research & Development
## 128 19 Yes Travel_Rarely 528 Sales
## 129 22 No Travel_Rarely 594 Research & Development
## 130 49 No Travel_Rarely 470 Research & Development
## 131 43 No Travel_Frequently 957 Research & Development
## 132 50 No Travel_Frequently 809 Sales
## 133 31 Yes Travel_Rarely 542 Sales
## 134 41 No Travel_Rarely 802 Sales
## 135 26 No Travel_Rarely 1355 Human Resources
## 136 36 No Travel_Rarely 216 Research & Development
## 137 51 Yes Travel_Frequently 1150 Research & Development
## 138 39 No Travel_Rarely 1329 Sales
## 139 25 No Travel_Rarely 959 Sales
## 140 30 No Travel_Rarely 1240 Human Resources
## 141 32 Yes Travel_Rarely 1033 Research & Development
## 142 45 No Travel_Rarely 1316 Research & Development
## 143 38 No Travel_Rarely 364 Research & Development
## 144 30 No Travel_Rarely 438 Research & Development
## 145 32 No Travel_Frequently 689 Sales
## 146 30 No Travel_Rarely 201 Research & Development
## 147 30 No Travel_Rarely 1427 Research & Development
## 148 41 No Travel_Frequently 857 Research & Development
## 149 41 No Travel_Rarely 933 Research & Development
## 150 19 No Travel_Rarely 1181 Research & Development
## 151 40 No Travel_Frequently 1395 Research & Development
## 152 35 No Travel_Rarely 662 Sales
## 153 53 No Travel_Rarely 1436 Sales
## 154 45 No Travel_Rarely 194 Research & Development
## 155 32 No Travel_Frequently 967 Sales
## 156 29 No Non-Travel 1496 Research & Development
## 157 51 No Travel_Rarely 1169 Research & Development
## 158 58 No Travel_Rarely 1145 Research & Development
## 159 40 No Travel_Rarely 630 Sales
## 160 34 No Travel_Frequently 303 Sales
## 161 22 No Travel_Rarely 1256 Research & Development
## 162 27 No Non-Travel 691 Research & Development
## 163 28 No Travel_Rarely 440 Research & Development
## 164 57 No Travel_Rarely 334 Research & Development
## 165 27 No Non-Travel 1450 Research & Development
## 166 50 No Travel_Rarely 1452 Research & Development
## 167 41 No Travel_Rarely 465 Research & Development
## 168 30 No Travel_Rarely 1339 Sales
## 169 38 No Travel_Rarely 702 Sales
## 170 32 No Travel_Rarely 120 Research & Development
## 171 27 No Travel_Rarely 1157 Research & Development
## 172 19 Yes Travel_Frequently 602 Sales
## 173 36 No Travel_Frequently 1480 Research & Development
## 174 30 No Non-Travel 111 Research & Development
## 175 45 No Travel_Rarely 1268 Sales
## 176 56 No Travel_Rarely 713 Research & Development
## 177 33 No Travel_Rarely 134 Research & Development
## 178 19 Yes Travel_Rarely 303 Research & Development
## 179 46 No Travel_Rarely 526 Sales
## 180 38 No Travel_Rarely 1380 Research & Development
## 181 31 No Travel_Rarely 140 Research & Development
## 182 34 No Travel_Rarely 629 Research & Development
## 183 41 Yes Travel_Rarely 1356 Sales
## 184 50 No Travel_Rarely 328 Research & Development
## 185 53 No Travel_Rarely 1084 Research & Development
## 186 33 No Travel_Rarely 931 Research & Development
## 187 40 No Travel_Rarely 989 Research & Development
## 188 55 No Travel_Rarely 692 Research & Development
## 189 34 No Travel_Frequently 1069 Research & Development
## 190 51 No Travel_Rarely 313 Research & Development
## 191 52 No Travel_Rarely 699 Research & Development
## 192 27 No Travel_Rarely 894 Research & Development
## 193 35 Yes Travel_Rarely 556 Research & Development
## 194 43 No Non-Travel 1344 Research & Development
## 195 45 No Non-Travel 1195 Research & Development
## 196 37 No Travel_Rarely 290 Research & Development
## 197 35 No Travel_Frequently 138 Research & Development
## 198 42 No Non-Travel 926 Research & Development
## 199 38 No Travel_Rarely 1261 Research & Development
## 200 38 No Travel_Rarely 1084 Research & Development
## 201 27 No Travel_Frequently 472 Research & Development
## 202 49 No Non-Travel 1002 Research & Development
## 203 34 No Travel_Frequently 878 Research & Development
## 204 40 No Travel_Rarely 905 Research & Development
## 205 38 Yes Travel_Rarely 1180 Research & Development
## 206 29 Yes Travel_Rarely 121 Sales
## 207 22 No Travel_Rarely 1136 Research & Development
## 208 36 No Travel_Frequently 635 Research & Development
## 209 40 No Non-Travel 1151 Research & Development
## 210 46 No Travel_Rarely 644 Research & Development
## 211 32 Yes Travel_Rarely 1045 Sales
## 212 30 No Non-Travel 829 Research & Development
## 213 27 No Travel_Frequently 1242 Sales
## 214 51 No Travel_Rarely 1469 Research & Development
## 215 30 Yes Travel_Rarely 1005 Research & Development
## 216 41 No Travel_Rarely 896 Sales
## 217 30 Yes Travel_Frequently 334 Sales
## 218 29 Yes Travel_Rarely 992 Research & Development
## 219 45 No Non-Travel 1052 Sales
## 220 54 No Travel_Rarely 1147 Sales
## 221 36 No Travel_Rarely 1396 Research & Development
## 222 33 No Travel_Rarely 147 Research & Development
## 223 37 No Travel_Frequently 663 Research & Development
## 224 38 No Travel_Rarely 119 Sales
## 225 31 No Non-Travel 979 Research & Development
## 226 59 No Travel_Rarely 142 Research & Development
## 227 37 No Travel_Frequently 319 Sales
## 228 29 No Travel_Frequently 1413 Sales
## 229 35 No Travel_Frequently 944 Sales
## 230 29 Yes Travel_Rarely 896 Research & Development
## 231 52 No Travel_Rarely 1323 Research & Development
## 232 42 No Travel_Rarely 532 Research & Development
## 233 59 No Travel_Rarely 818 Human Resources
## 234 50 No Travel_Rarely 854 Sales
## 235 33 Yes Travel_Rarely 813 Research & Development
## 236 43 No Travel_Rarely 1034 Sales
## 237 33 Yes Travel_Rarely 465 Research & Development
## 238 52 No Non-Travel 771 Sales
## 239 32 No Travel_Rarely 1401 Sales
## 240 32 Yes Travel_Rarely 515 Research & Development
## 241 39 No Travel_Rarely 1431 Research & Development
## 242 32 No Non-Travel 976 Sales
## 243 41 No Travel_Rarely 1411 Research & Development
## 244 40 No Travel_Rarely 1300 Research & Development
## 245 45 No Travel_Rarely 252 Research & Development
## 246 31 No Travel_Frequently 1327 Research & Development
## 247 33 No Travel_Rarely 832 Research & Development
## 248 34 No Travel_Rarely 470 Research & Development
## 249 37 No Travel_Rarely 1017 Research & Development
## 250 45 No Travel_Frequently 1199 Research & Development
## 251 37 Yes Travel_Frequently 504 Research & Development
## 252 39 No Travel_Frequently 505 Research & Development
## 253 29 No Travel_Rarely 665 Research & Development
## 254 42 No Travel_Rarely 916 Research & Development
## 255 29 No Travel_Rarely 1247 Sales
## 256 25 No Travel_Rarely 685 Research & Development
## 257 42 No Travel_Rarely 269 Research & Development
## 258 40 No Travel_Rarely 1416 Research & Development
## 259 51 No Travel_Rarely 833 Research & Development
## 260 31 Yes Travel_Frequently 307 Research & Development
## 261 32 No Travel_Frequently 1311 Research & Development
## 262 38 No Non-Travel 1327 Sales
## 263 32 No Travel_Rarely 128 Research & Development
## 264 46 No Travel_Rarely 488 Sales
## 265 28 Yes Travel_Rarely 529 Research & Development
## 266 29 No Travel_Rarely 1210 Sales
## 267 31 No Travel_Rarely 1463 Research & Development
## 268 25 No Non-Travel 675 Research & Development
## 269 45 No Travel_Rarely 1385 Research & Development
## 270 36 No Travel_Rarely 1403 Research & Development
## 271 55 No Travel_Rarely 452 Research & Development
## 272 47 Yes Non-Travel 666 Research & Development
## 273 28 No Travel_Rarely 1158 Research & Development
## 274 37 No Travel_Rarely 228 Sales
## 275 21 No Travel_Rarely 996 Research & Development
## 276 37 No Non-Travel 728 Research & Development
## 277 35 No Travel_Rarely 1315 Research & Development
## 278 38 No Travel_Rarely 322 Sales
## 279 26 No Travel_Frequently 1479 Research & Development
## 280 50 No Travel_Rarely 797 Research & Development
## 281 53 No Travel_Rarely 1070 Research & Development
## 282 42 No Travel_Rarely 635 Sales
## 283 29 No Travel_Frequently 442 Sales
## 284 55 No Travel_Rarely 147 Research & Development
## 285 26 No Travel_Frequently 496 Research & Development
## 286 37 No Travel_Rarely 1372 Research & Development
## 287 44 Yes Travel_Frequently 920 Research & Development
## 288 38 No Travel_Rarely 688 Research & Development
## 289 26 Yes Travel_Rarely 1449 Research & Development
## 290 28 No Travel_Rarely 1117 Research & Development
## 291 49 No Travel_Frequently 636 Research & Development
## 292 36 No Travel_Rarely 506 Research & Development
## 293 31 No Travel_Frequently 444 Sales
## 294 26 Yes Travel_Rarely 950 Sales
## 295 37 No Travel_Frequently 889 Research & Development
## 296 42 No Travel_Frequently 555 Sales
## 297 18 Yes Travel_Rarely 230 Research & Development
## 298 35 No Travel_Rarely 1232 Sales
## 299 36 No Travel_Frequently 566 Research & Development
## 300 51 No Travel_Rarely 1302 Research & Development
## 301 41 No Travel_Rarely 334 Sales
## 302 18 No Travel_Rarely 812 Sales
## 303 28 No Travel_Rarely 1476 Research & Development
## 304 31 No Travel_Rarely 218 Sales
## 305 39 No Travel_Rarely 1132 Research & Development
## 306 36 No Non-Travel 1105 Research & Development
## 307 32 No Travel_Rarely 906 Sales
## 308 38 No Travel_Rarely 849 Research & Development
## 309 58 No Non-Travel 390 Research & Development
## 310 31 No Travel_Rarely 691 Research & Development
## 311 31 No Travel_Rarely 106 Human Resources
## 312 45 No Travel_Frequently 1249 Research & Development
## 313 31 No Travel_Rarely 192 Research & Development
## 314 33 No Travel_Frequently 553 Research & Development
## 315 39 No Travel_Rarely 117 Research & Development
## 316 43 No Travel_Frequently 185 Research & Development
## 317 49 No Travel_Rarely 1091 Research & Development
## 318 52 Yes Travel_Rarely 723 Research & Development
## 319 27 No Travel_Rarely 1220 Research & Development
## 320 32 No Travel_Rarely 588 Sales
## 321 27 No Travel_Rarely 1377 Sales
## 322 31 No Travel_Rarely 691 Sales
## 323 32 No Travel_Rarely 1018 Research & Development
## 324 28 Yes Travel_Rarely 1157 Research & Development
## 325 30 No Travel_Rarely 1275 Research & Development
## 326 31 No Travel_Frequently 798 Research & Development
## 327 39 No Travel_Frequently 672 Research & Development
## 328 39 Yes Travel_Rarely 1162 Sales
## 329 33 No Travel_Frequently 508 Sales
## 330 47 No Travel_Rarely 1482 Research & Development
## 331 43 No Travel_Frequently 559 Research & Development
## 332 27 No Non-Travel 210 Sales
## 333 54 No Travel_Frequently 928 Research & Development
## 334 43 No Travel_Rarely 1001 Research & Development
## 335 45 No Travel_Rarely 549 Research & Development
## 336 40 No Travel_Rarely 1124 Sales
## 337 29 Yes Travel_Rarely 318 Research & Development
## 338 29 No Travel_Rarely 738 Research & Development
## 339 30 No Travel_Rarely 570 Sales
## 340 27 No Travel_Rarely 1130 Sales
## 341 37 No Travel_Rarely 1192 Research & Development
## 342 38 No Travel_Rarely 343 Research & Development
## 343 31 No Travel_Rarely 1232 Research & Development
## 344 29 No Travel_Rarely 144 Sales
## 345 35 No Travel_Rarely 1296 Research & Development
## 346 23 No Travel_Rarely 1309 Research & Development
## 347 41 No Travel_Rarely 483 Research & Development
## 348 47 No Travel_Frequently 1309 Sales
## 349 42 No Travel_Rarely 810 Research & Development
## 350 29 No Non-Travel 746 Sales
## 351 42 No Travel_Rarely 544 Human Resources
## 352 32 No Travel_Rarely 1062 Research & Development
## 353 48 No Travel_Rarely 530 Sales
## 354 37 No Travel_Rarely 1319 Research & Development
## 355 30 No Non-Travel 641 Sales
## 356 26 No Travel_Rarely 933 Sales
## 357 42 No Travel_Rarely 1332 Research & Development
## 358 21 Yes Travel_Frequently 756 Sales
## 359 36 No Non-Travel 845 Sales
## 360 36 No Travel_Frequently 541 Sales
## 361 57 No Travel_Rarely 593 Research & Development
## 362 40 No Travel_Rarely 1171 Research & Development
## 363 21 No Non-Travel 895 Sales
## 364 33 Yes Travel_Rarely 350 Sales
## 365 37 No Travel_Rarely 921 Research & Development
## 366 46 No Non-Travel 1144 Research & Development
## 367 41 Yes Travel_Frequently 143 Sales
## 368 50 No Travel_Rarely 1046 Research & Development
## 369 40 Yes Travel_Rarely 575 Sales
## 370 31 No Travel_Rarely 408 Research & Development
## 371 21 Yes Travel_Rarely 156 Sales
## 372 29 No Travel_Rarely 1283 Research & Development
## 373 35 No Travel_Rarely 755 Research & Development
## 374 27 No Travel_Rarely 1469 Research & Development
## 375 28 No Travel_Rarely 304 Sales
## 376 49 No Travel_Rarely 1261 Research & Development
## 377 51 No Travel_Rarely 1178 Sales
## 378 36 No Travel_Rarely 329 Research & Development
## 379 34 Yes Non-Travel 1362 Sales
## 380 55 No Travel_Rarely 1311 Research & Development
## 381 24 No Travel_Rarely 1371 Sales
## 382 30 No Travel_Rarely 202 Sales
## 383 26 Yes Travel_Frequently 575 Research & Development
## 384 22 No Travel_Rarely 253 Research & Development
## 385 36 No Travel_Rarely 164 Sales
## 386 30 Yes Travel_Frequently 464 Research & Development
## 387 37 No Travel_Rarely 1107 Research & Development
## 388 40 No Travel_Rarely 759 Sales
## 389 42 No Travel_Rarely 201 Research & Development
## 390 37 No Travel_Rarely 1305 Research & Development
## 391 43 No Travel_Rarely 982 Research & Development
## 392 40 No Travel_Rarely 555 Research & Development
## 393 54 No Travel_Rarely 821 Research & Development
## 394 34 No Non-Travel 1381 Sales
## 395 31 No Travel_Rarely 480 Research & Development
## 396 43 No Travel_Frequently 313 Research & Development
## 397 43 No Travel_Rarely 1473 Research & Development
## 398 25 No Travel_Rarely 891 Sales
## 399 37 No Non-Travel 1063 Research & Development
## 400 31 No Travel_Rarely 329 Research & Development
## 401 39 No Travel_Frequently 1218 Research & Development
## 402 56 No Travel_Frequently 906 Sales
## 403 30 No Travel_Rarely 1082 Sales
## 404 41 No Travel_Rarely 645 Sales
## 405 28 No Travel_Rarely 1300 Research & Development
## 406 25 Yes Travel_Rarely 688 Research & Development
## 407 52 No Travel_Rarely 319 Research & Development
## 408 45 No Travel_Rarely 192 Research & Development
## 409 52 No Travel_Rarely 1490 Research & Development
## 410 42 No Travel_Frequently 532 Research & Development
## 411 30 No Travel_Rarely 317 Research & Development
## 412 60 No Travel_Rarely 422 Research & Development
## 413 46 No Travel_Rarely 1485 Research & Development
## 414 42 No Travel_Frequently 1368 Research & Development
## 415 24 Yes Travel_Rarely 1448 Sales
## 416 34 Yes Travel_Frequently 296 Sales
## 417 38 No Travel_Frequently 1490 Research & Development
## 418 40 No Travel_Rarely 1398 Sales
## 419 26 No Travel_Rarely 1349 Research & Development
## 420 30 No Non-Travel 1400 Research & Development
## 421 29 No Travel_Rarely 986 Research & Development
## 422 29 Yes Travel_Rarely 408 Research & Development
## 423 19 Yes Travel_Rarely 489 Human Resources
## 424 30 No Non-Travel 1398 Sales
## 425 57 No Travel_Rarely 210 Sales
## 426 50 No Travel_Rarely 1099 Research & Development
## 427 30 No Non-Travel 1116 Research & Development
## 428 60 No Travel_Frequently 1499 Sales
## 429 47 No Travel_Rarely 983 Research & Development
## 430 46 No Travel_Rarely 1009 Research & Development
## 431 35 No Travel_Rarely 144 Research & Development
## 432 54 No Travel_Rarely 548 Research & Development
## 433 34 No Travel_Rarely 1303 Research & Development
## 434 46 No Travel_Rarely 1125 Sales
## 435 31 No Travel_Rarely 1274 Research & Development
## 436 33 Yes Travel_Rarely 1277 Research & Development
## 437 33 Yes Travel_Rarely 587 Research & Development
## 438 30 No Travel_Rarely 413 Sales
## 439 35 No Travel_Rarely 1276 Research & Development
## 440 31 Yes Travel_Frequently 534 Research & Development
## 441 34 Yes Travel_Frequently 988 Human Resources
## 442 42 No Travel_Frequently 1474 Research & Development
## 443 36 No Non-Travel 635 Sales
## 444 22 Yes Travel_Frequently 1368 Research & Development
## 445 48 No Travel_Rarely 163 Sales
## 446 55 No Travel_Rarely 1117 Sales
## 447 41 No Non-Travel 267 Sales
## 448 35 No Travel_Rarely 619 Sales
## 449 40 No Travel_Rarely 302 Research & Development
## 450 39 No Travel_Frequently 443 Research & Development
## 451 31 No Travel_Rarely 828 Sales
## 452 42 No Travel_Rarely 319 Research & Development
## 453 45 No Travel_Rarely 561 Sales
## 454 26 Yes Travel_Frequently 426 Human Resources
## 455 29 No Travel_Rarely 232 Research & Development
## 456 33 No Travel_Rarely 922 Research & Development
## 457 31 No Travel_Rarely 688 Sales
## 458 18 Yes Travel_Frequently 1306 Sales
## 459 40 No Non-Travel 1094 Sales
## 460 41 No Non-Travel 509 Research & Development
## 461 26 No Travel_Rarely 775 Sales
## 462 35 No Travel_Rarely 195 Sales
## 463 34 No Travel_Rarely 258 Sales
## 464 26 Yes Travel_Rarely 471 Research & Development
## 465 37 No Travel_Rarely 799 Research & Development
## 466 46 No Travel_Frequently 1034 Research & Development
## 467 41 No Travel_Rarely 1276 Sales
## 468 37 No Non-Travel 142 Sales
## 469 52 No Travel_Rarely 956 Research & Development
## 470 32 Yes Non-Travel 1474 Sales
## 471 24 No Travel_Frequently 535 Sales
## 472 38 No Travel_Rarely 1495 Research & Development
## 473 37 No Travel_Rarely 446 Research & Development
## 474 49 No Travel_Rarely 1245 Research & Development
## 475 24 No Travel_Rarely 691 Research & Development
## 476 26 No Travel_Rarely 703 Sales
## 477 24 No Travel_Rarely 823 Research & Development
## 478 50 No Travel_Frequently 1246 Human Resources
## 479 25 No Travel_Rarely 622 Sales
## 480 24 Yes Travel_Frequently 1287 Research & Development
## 481 30 Yes Travel_Frequently 448 Sales
## 482 34 No Travel_Rarely 254 Research & Development
## 483 31 Yes Travel_Rarely 1365 Sales
## 484 35 No Travel_Rarely 538 Research & Development
## 485 31 No Travel_Rarely 525 Sales
## 486 27 No Travel_Rarely 798 Research & Development
## 487 37 No Travel_Rarely 558 Sales
## 488 20 No Travel_Rarely 959 Research & Development
## 489 42 No Travel_Rarely 622 Research & Development
## 490 43 No Travel_Rarely 782 Research & Development
## 491 38 No Travel_Rarely 362 Research & Development
## 492 43 No Travel_Frequently 1001 Research & Development
## 493 48 No Travel_Rarely 1236 Research & Development
## 494 44 No Travel_Rarely 1112 Human Resources
## 495 34 No Travel_Rarely 204 Sales
## 496 27 Yes Travel_Rarely 1420 Sales
## 497 21 No Travel_Rarely 1343 Sales
## 498 44 No Travel_Rarely 1315 Research & Development
## 499 22 No Travel_Rarely 604 Research & Development
## 500 33 No Travel_Rarely 1216 Sales
## 501 32 No Travel_Rarely 646 Research & Development
## 502 30 No Travel_Frequently 160 Research & Development
## 503 53 No Travel_Rarely 238 Sales
## 504 34 No Travel_Rarely 1397 Research & Development
## 505 45 Yes Travel_Frequently 306 Sales
## 506 26 No Travel_Rarely 991 Research & Development
## 507 37 No Travel_Rarely 482 Research & Development
## 508 29 No Travel_Rarely 1176 Sales
## 509 35 No Travel_Rarely 1017 Research & Development
## 510 33 No Travel_Frequently 1296 Research & Development
## 511 54 No Travel_Rarely 397 Human Resources
## 512 36 No Travel_Rarely 913 Research & Development
## 513 27 No Travel_Rarely 1115 Research & Development
## 514 20 Yes Travel_Rarely 1362 Research & Development
## 515 33 Yes Travel_Frequently 1076 Research & Development
## 516 35 No Non-Travel 727 Research & Development
## 517 23 No Travel_Rarely 885 Research & Development
## 518 25 No Travel_Rarely 810 Sales
## 519 38 No Travel_Rarely 243 Sales
## 520 29 No Travel_Frequently 806 Research & Development
## 521 48 No Travel_Rarely 817 Sales
## 522 27 No Travel_Frequently 1410 Sales
## 523 37 No Travel_Rarely 1225 Research & Development
## 524 50 No Travel_Rarely 1207 Research & Development
## 525 34 No Travel_Rarely 1442 Research & Development
## 526 24 Yes Travel_Rarely 693 Sales
## 527 39 No Travel_Rarely 408 Research & Development
## 528 32 No Travel_Rarely 929 Sales
## 529 50 Yes Travel_Frequently 562 Sales
## 530 38 No Travel_Rarely 827 Research & Development
## 531 27 No Travel_Rarely 608 Research & Development
## 532 32 No Travel_Rarely 1018 Research & Development
## 533 47 No Travel_Rarely 703 Sales
## 534 40 No Travel_Frequently 580 Sales
## 535 53 No Travel_Rarely 970 Research & Development
## 536 41 No Travel_Rarely 427 Human Resources
## 537 60 No Travel_Rarely 1179 Sales
## 538 27 No Travel_Frequently 294 Research & Development
## 539 41 No Travel_Rarely 314 Human Resources
## 540 50 No Travel_Rarely 316 Sales
## 541 28 Yes Travel_Rarely 654 Research & Development
## 542 36 No Non-Travel 427 Research & Development
## 543 38 No Travel_Rarely 168 Research & Development
## 544 44 No Non-Travel 381 Research & Development
## 545 47 No Travel_Frequently 217 Sales
## 546 30 No Travel_Rarely 501 Sales
## 547 29 No Travel_Rarely 1396 Sales
## 548 42 Yes Travel_Frequently 933 Research & Development
## 549 43 No Travel_Frequently 775 Sales
## 550 34 No Travel_Rarely 970 Research & Development
## 551 23 No Travel_Rarely 650 Research & Development
## 552 39 No Travel_Rarely 141 Human Resources
## 553 56 No Travel_Rarely 832 Research & Development
## 554 40 No Travel_Rarely 804 Research & Development
## 555 27 No Travel_Rarely 975 Research & Development
## 556 29 No Travel_Rarely 1090 Sales
## 557 53 No Travel_Rarely 346 Research & Development
## 558 35 No Non-Travel 1225 Research & Development
## 559 32 No Travel_Frequently 430 Research & Development
## 560 38 No Travel_Rarely 268 Research & Development
## 561 34 No Travel_Rarely 167 Research & Development
## 562 52 No Travel_Rarely 621 Sales
## 563 33 Yes Travel_Rarely 527 Research & Development
## 564 25 No Travel_Rarely 883 Sales
## 565 45 No Travel_Rarely 954 Sales
## 566 23 No Travel_Rarely 310 Research & Development
## 567 47 Yes Travel_Frequently 719 Sales
## 568 34 No Travel_Rarely 304 Sales
## 569 55 Yes Travel_Rarely 725 Research & Development
## 570 36 No Non-Travel 1434 Sales
## 571 52 No Non-Travel 715 Research & Development
## 572 26 No Travel_Frequently 575 Research & Development
## 573 29 No Travel_Rarely 657 Research & Development
## 574 26 Yes Travel_Rarely 1146 Sales
## 575 34 No Travel_Rarely 182 Research & Development
## 576 54 No Travel_Rarely 376 Research & Development
## 577 27 No Travel_Frequently 829 Sales
## 578 37 No Travel_Rarely 571 Research & Development
## 579 38 No Travel_Frequently 240 Research & Development
## 580 34 No Travel_Rarely 121 Research & Development
## 581 35 No Travel_Rarely 384 Sales
## 582 30 No Travel_Rarely 921 Research & Development
## 583 40 No Travel_Frequently 791 Research & Development
## 584 34 No Travel_Rarely 1111 Sales
## 585 42 No Travel_Frequently 570 Research & Development
## 586 23 Yes Travel_Rarely 1243 Research & Development
## 587 24 No Non-Travel 1092 Research & Development
## 588 52 No Travel_Rarely 1325 Research & Development
## 589 50 No Travel_Rarely 691 Research & Development
## 590 29 Yes Travel_Rarely 805 Research & Development
## 591 33 No Travel_Rarely 213 Research & Development
## 592 33 Yes Travel_Rarely 118 Sales
## 593 47 No Travel_Rarely 202 Research & Development
## 594 36 No Travel_Rarely 676 Research & Development
## 595 29 No Travel_Rarely 1252 Research & Development
## 596 58 Yes Travel_Rarely 286 Research & Development
## 597 35 No Travel_Rarely 1258 Research & Development
## 598 42 No Travel_Rarely 932 Research & Development
## 599 28 Yes Travel_Rarely 890 Research & Development
## 600 36 No Travel_Rarely 1041 Human Resources
## 601 32 No Travel_Rarely 859 Research & Development
## 602 40 No Travel_Frequently 720 Research & Development
## 603 30 No Travel_Rarely 946 Research & Development
## 604 45 No Travel_Rarely 252 Research & Development
## 605 42 No Travel_Rarely 933 Research & Development
## 606 38 No Travel_Frequently 471 Research & Development
## 607 34 No Travel_Frequently 702 Research & Development
## 608 49 Yes Travel_Rarely 1184 Sales
## 609 55 Yes Travel_Rarely 436 Sales
## 610 43 No Travel_Rarely 589 Research & Development
## 611 27 No Travel_Rarely 269 Research & Development
## 612 35 No Travel_Rarely 950 Research & Development
## 613 28 No Travel_Rarely 760 Sales
## 614 34 No Travel_Rarely 829 Human Resources
## 615 26 Yes Travel_Frequently 887 Research & Development
## 616 27 No Non-Travel 443 Research & Development
## 617 51 No Travel_Rarely 1318 Sales
## 618 44 No Travel_Rarely 625 Research & Development
## 619 25 No Travel_Rarely 180 Research & Development
## 620 33 No Travel_Rarely 586 Sales
## 621 35 No Travel_Rarely 1343 Research & Development
## 622 36 No Travel_Rarely 928 Sales
## 623 32 No Travel_Rarely 117 Sales
## 624 30 No Travel_Frequently 1012 Research & Development
## 625 53 No Travel_Rarely 661 Sales
## 626 45 No Travel_Rarely 930 Sales
## 627 32 No Travel_Rarely 638 Research & Development
## 628 52 No Travel_Frequently 890 Research & Development
## 629 37 No Travel_Rarely 342 Sales
## 630 28 No Travel_Rarely 1169 Human Resources
## 631 22 No Travel_Rarely 1230 Research & Development
## 632 44 No Travel_Rarely 986 Research & Development
## 633 42 No Travel_Frequently 1271 Research & Development
## 634 36 No Travel_Rarely 1278 Human Resources
## 635 25 No Travel_Rarely 141 Sales
## 636 35 No Travel_Rarely 607 Research & Development
## 637 35 Yes Travel_Frequently 130 Research & Development
## 638 32 No Non-Travel 300 Research & Development
## 639 25 No Travel_Rarely 583 Sales
## 640 49 No Travel_Rarely 1418 Research & Development
## 641 24 No Non-Travel 1269 Research & Development
## 642 32 No Travel_Frequently 379 Sales
## 643 38 No Travel_Rarely 395 Sales
## 644 42 No Travel_Rarely 1265 Research & Development
## 645 31 No Travel_Rarely 1222 Research & Development
## 646 29 Yes Travel_Rarely 341 Sales
## 647 53 No Travel_Rarely 868 Sales
## 648 35 No Travel_Rarely 672 Research & Development
## 649 37 No Travel_Frequently 1231 Sales
## 650 53 No Travel_Rarely 102 Research & Development
## 651 43 No Travel_Frequently 422 Research & Development
## 652 47 No Travel_Rarely 249 Sales
## 653 37 No Non-Travel 1252 Sales
## 654 50 No Non-Travel 881 Research & Development
## 655 39 No Travel_Rarely 1383 Human Resources
## 656 33 No Travel_Rarely 1075 Human Resources
## 657 32 Yes Travel_Rarely 374 Research & Development
## 658 29 No Travel_Rarely 1086 Research & Development
## 659 44 No Travel_Rarely 661 Research & Development
## 660 28 No Travel_Rarely 821 Sales
## 661 58 Yes Travel_Frequently 781 Research & Development
## 662 43 No Travel_Rarely 177 Research & Development
## 663 20 Yes Travel_Rarely 500 Sales
## 664 21 Yes Travel_Rarely 1427 Research & Development
## 665 36 No Travel_Rarely 1425 Research & Development
## 666 47 No Travel_Rarely 1454 Sales
## 667 22 Yes Travel_Rarely 617 Research & Development
## 668 41 Yes Travel_Rarely 1085 Research & Development
## 669 28 No Travel_Rarely 995 Research & Development
## 670 39 Yes Travel_Rarely 1122 Research & Development
## 671 27 No Travel_Rarely 618 Research & Development
## 672 34 No Travel_Rarely 546 Research & Development
## 673 42 No Travel_Rarely 462 Sales
## 674 33 No Travel_Rarely 1198 Research & Development
## 675 58 No Travel_Rarely 1272 Research & Development
## 676 31 No Travel_Rarely 154 Sales
## 677 35 No Travel_Rarely 1137 Research & Development
## 678 49 No Travel_Rarely 527 Research & Development
## 679 48 No Travel_Rarely 1469 Research & Development
## 680 31 No Non-Travel 1188 Sales
## 681 36 No Travel_Rarely 188 Research & Development
## 682 38 No Travel_Rarely 1333 Research & Development
## 683 32 No Non-Travel 1184 Research & Development
## 684 25 Yes Travel_Rarely 867 Sales
## 685 40 No Travel_Rarely 658 Sales
## 686 26 No Travel_Frequently 1283 Sales
## 687 41 No Travel_Rarely 263 Research & Development
## 688 36 No Travel_Rarely 938 Research & Development
## 689 19 Yes Travel_Rarely 419 Sales
## 690 20 Yes Travel_Rarely 129 Research & Development
## 691 31 No Travel_Rarely 616 Research & Development
## 692 40 No Travel_Frequently 1469 Research & Development
## 693 32 No Travel_Rarely 498 Research & Development
## 694 36 Yes Travel_Rarely 530 Sales
## 695 33 No Travel_Rarely 1069 Research & Development
## 696 37 Yes Travel_Rarely 625 Sales
## 697 45 No Non-Travel 805 Research & Development
## 698 29 No Travel_Frequently 1404 Sales
## 699 35 No Travel_Rarely 1219 Sales
## 700 52 No Travel_Rarely 1053 Research & Development
## 701 58 Yes Travel_Rarely 289 Research & Development
## 702 53 No Travel_Rarely 1376 Sales
## 703 30 No Travel_Rarely 231 Sales
## 704 38 No Non-Travel 152 Sales
## 705 35 No Travel_Rarely 882 Sales
## 706 39 No Travel_Rarely 903 Sales
## 707 40 Yes Non-Travel 1479 Sales
## 708 47 No Travel_Frequently 1379 Research & Development
## 709 36 No Non-Travel 1229 Sales
## 710 31 Yes Non-Travel 335 Research & Development
## 711 33 No Non-Travel 722 Sales
## 712 29 Yes Travel_Rarely 906 Research & Development
## 713 33 No Travel_Rarely 461 Research & Development
## 714 45 No Travel_Rarely 974 Research & Development
## 715 50 No Travel_Rarely 1126 Research & Development
## 716 33 No Travel_Frequently 827 Research & Development
## 717 41 No Travel_Frequently 840 Research & Development
## 718 27 No Travel_Rarely 1134 Research & Development
## 719 45 No Non-Travel 248 Research & Development
## 720 47 No Travel_Rarely 955 Sales
## 721 30 Yes Travel_Rarely 138 Research & Development
## 722 50 No Travel_Rarely 939 Research & Development
## 723 38 No Travel_Frequently 1391 Research & Development
## 724 46 No Travel_Rarely 566 Research & Development
## 725 24 No Travel_Rarely 1206 Research & Development
## 726 35 Yes Travel_Rarely 622 Research & Development
## 727 31 No Travel_Frequently 853 Research & Development
## 728 18 No Non-Travel 287 Research & Development
## 729 54 No Travel_Rarely 1441 Research & Development
## 730 35 No Travel_Rarely 583 Research & Development
## 731 30 No Travel_Rarely 153 Research & Development
## 732 20 Yes Travel_Rarely 1097 Research & Development
## 733 30 Yes Travel_Frequently 109 Research & Development
## 734 26 No Travel_Rarely 1066 Research & Development
## 735 22 No Travel_Rarely 217 Research & Development
## 736 48 No Travel_Rarely 277 Research & Development
## 737 48 No Travel_Rarely 1355 Research & Development
## 738 41 No Travel_Rarely 549 Research & Development
## 739 39 No Travel_Rarely 466 Research & Development
## 740 27 No Travel_Rarely 1055 Research & Development
## 741 35 No Travel_Rarely 802 Research & Development
## 742 42 No Travel_Rarely 265 Sales
## 743 50 No Travel_Rarely 804 Research & Development
## 744 59 No Travel_Rarely 715 Research & Development
## 745 37 Yes Travel_Rarely 1141 Research & Development
## 746 55 No Travel_Frequently 135 Research & Development
## 747 41 No Non-Travel 247 Research & Development
## 748 38 No Travel_Rarely 1035 Sales
## 749 26 Yes Non-Travel 265 Sales
## 750 52 Yes Travel_Rarely 266 Sales
## 751 44 No Travel_Rarely 1448 Sales
## 752 50 No Non-Travel 145 Sales
## 753 36 Yes Travel_Rarely 885 Research & Development
## 754 39 No Travel_Frequently 945 Research & Development
## 755 33 No Non-Travel 1038 Sales
## 756 45 No Travel_Rarely 1234 Sales
## 757 32 No Non-Travel 1109 Research & Development
## 758 34 No Travel_Rarely 216 Sales
## 759 59 No Travel_Rarely 1089 Sales
## 760 45 No Travel_Rarely 788 Human Resources
## 761 53 No Travel_Frequently 124 Sales
## 762 36 Yes Travel_Rarely 660 Research & Development
## 763 26 Yes Travel_Frequently 342 Research & Development
## 764 34 No Travel_Rarely 1333 Sales
## 765 28 No Travel_Rarely 1144 Sales
## 766 38 No Travel_Frequently 1186 Research & Development
## 767 50 No Travel_Rarely 1464 Research & Development
## 768 37 No Travel_Rarely 124 Research & Development
## 769 40 No Travel_Rarely 300 Sales
## 770 26 No Travel_Frequently 921 Research & Development
## 771 46 No Travel_Rarely 430 Research & Development
## 772 54 No Travel_Rarely 1082 Sales
## 773 56 No Travel_Frequently 1240 Research & Development
## 774 36 No Travel_Rarely 796 Research & Development
## 775 55 No Non-Travel 444 Research & Development
## 776 43 No Travel_Rarely 415 Sales
## 777 20 Yes Travel_Frequently 769 Sales
## 778 21 Yes Travel_Rarely 1334 Research & Development
## 779 46 No Travel_Rarely 1003 Research & Development
## 780 51 Yes Travel_Rarely 1323 Research & Development
## 781 28 Yes Non-Travel 1366 Research & Development
## 782 26 No Travel_Rarely 192 Research & Development
## 783 30 No Travel_Rarely 1176 Research & Development
## 784 41 No Travel_Rarely 509 Research & Development
## 785 38 No Travel_Rarely 330 Research & Development
## 786 40 No Travel_Rarely 1492 Research & Development
## 787 27 No Non-Travel 1277 Research & Development
## 788 55 No Travel_Frequently 1091 Research & Development
## 789 28 No Travel_Rarely 857 Research & Development
## 790 44 Yes Travel_Rarely 1376 Human Resources
## 791 33 No Travel_Rarely 654 Research & Development
## 792 35 Yes Travel_Rarely 1204 Sales
## 793 33 Yes Travel_Frequently 827 Research & Development
## 794 28 No Travel_Rarely 895 Research & Development
## 795 34 No Travel_Frequently 618 Research & Development
## 796 37 No Travel_Rarely 309 Sales
## 797 25 Yes Travel_Rarely 1219 Research & Development
## 798 26 Yes Travel_Rarely 1330 Research & Development
## 799 33 Yes Travel_Rarely 1017 Research & Development
## 800 42 No Travel_Rarely 469 Research & Development
## 801 28 Yes Travel_Frequently 1009 Research & Development
## 802 50 Yes Travel_Frequently 959 Sales
## 803 33 No Travel_Frequently 970 Sales
## 804 34 No Non-Travel 697 Research & Development
## 805 48 No Non-Travel 1262 Research & Development
## 806 45 No Non-Travel 1050 Sales
## 807 52 No Travel_Rarely 994 Research & Development
## 808 38 No Travel_Rarely 770 Sales
## 809 29 No Travel_Rarely 1107 Research & Development
## 810 28 No Travel_Rarely 950 Research & Development
## 811 46 No Travel_Rarely 406 Sales
## 812 38 No Travel_Rarely 130 Sales
## 813 43 No Travel_Frequently 1082 Research & Development
## 814 39 Yes Travel_Frequently 203 Research & Development
## 815 40 No Travel_Rarely 1308 Research & Development
## 816 21 No Travel_Rarely 984 Research & Development
## 817 39 No Non-Travel 439 Research & Development
## 818 36 No Non-Travel 217 Research & Development
## 819 31 No Travel_Frequently 793 Sales
## 820 28 No Travel_Rarely 1451 Research & Development
## 821 35 No Travel_Frequently 1182 Sales
## 822 49 No Travel_Rarely 174 Sales
## 823 34 No Travel_Frequently 1003 Research & Development
## 824 29 No Travel_Frequently 490 Research & Development
## 825 42 No Travel_Rarely 188 Research & Development
## 826 29 No Travel_Rarely 718 Research & Development
## 827 38 No Travel_Rarely 433 Human Resources
## 828 28 No Travel_Frequently 773 Research & Development
## 829 18 Yes Non-Travel 247 Research & Development
## 830 33 Yes Travel_Rarely 603 Sales
## 831 41 No Travel_Rarely 167 Research & Development
## 832 31 Yes Travel_Frequently 874 Research & Development
## 833 37 No Travel_Rarely 367 Research & Development
## 834 27 No Travel_Rarely 199 Research & Development
## 835 34 No Travel_Rarely 1400 Sales
## 836 35 No Travel_Rarely 528 Human Resources
## 837 29 Yes Travel_Rarely 408 Sales
## 838 40 No Travel_Frequently 593 Research & Development
## 839 42 Yes Travel_Frequently 481 Sales
## 840 42 No Travel_Rarely 647 Sales
## 841 35 No Travel_Rarely 982 Research & Development
## 842 24 No Travel_Rarely 477 Research & Development
## 843 28 Yes Travel_Rarely 1485 Research & Development
## 844 26 No Travel_Rarely 1384 Research & Development
## 845 30 No Travel_Rarely 852 Sales
## 846 40 No Travel_Frequently 902 Research & Development
## 847 35 No Travel_Rarely 819 Research & Development
## 848 34 No Travel_Frequently 669 Research & Development
## 849 35 No Travel_Frequently 636 Research & Development
## 850 43 Yes Travel_Rarely 1372 Sales
## 851 32 No Non-Travel 862 Sales
## 852 56 No Travel_Rarely 718 Research & Development
## 853 29 No Travel_Rarely 1401 Research & Development
## 854 19 No Travel_Rarely 645 Research & Development
## 855 45 No Travel_Rarely 1457 Research & Development
## 856 37 No Travel_Rarely 977 Research & Development
## 857 20 No Travel_Rarely 805 Research & Development
## 858 44 Yes Travel_Rarely 1097 Research & Development
## 859 53 No Travel_Rarely 1223 Research & Development
## 860 29 No Travel_Rarely 942 Research & Development
## 861 22 Yes Travel_Frequently 1256 Research & Development
## 862 46 No Travel_Rarely 1402 Sales
## 863 44 No Non-Travel 111 Research & Development
## 864 33 No Travel_Rarely 147 Human Resources
## 865 41 Yes Non-Travel 906 Research & Development
## 866 30 No Travel_Rarely 1329 Sales
## 867 40 No Travel_Frequently 1184 Sales
## 868 50 No Travel_Frequently 1421 Research & Development
## 869 28 No Travel_Rarely 1179 Research & Development
## 870 46 No Travel_Rarely 1450 Research & Development
## 871 35 No Travel_Rarely 1361 Sales
## 872 24 Yes Travel_Rarely 984 Research & Development
## 873 33 No Travel_Frequently 1146 Sales
## 874 36 No Travel_Rarely 917 Research & Development
## 875 30 No Travel_Rarely 853 Research & Development
## 876 44 No Travel_Rarely 200 Research & Development
## 877 20 No Travel_Rarely 654 Sales
## 878 46 No Travel_Rarely 150 Research & Development
## 879 42 No Non-Travel 179 Human Resources
## 880 60 No Travel_Rarely 696 Sales
## 881 32 No Travel_Frequently 116 Research & Development
## 882 32 No Travel_Frequently 1316 Research & Development
## 883 36 No Travel_Rarely 363 Research & Development
## 884 33 No Travel_Rarely 117 Research & Development
## 885 40 No Travel_Rarely 107 Sales
## 886 25 No Travel_Rarely 1356 Sales
## 887 30 No Travel_Rarely 1465 Research & Development
## 888 42 No Travel_Frequently 458 Research & Development
## 889 35 No Non-Travel 1212 Sales
## 890 27 No Travel_Rarely 1103 Research & Development
## 891 54 No Travel_Frequently 966 Research & Development
## 892 44 No Travel_Rarely 1117 Research & Development
## 893 19 Yes Non-Travel 504 Research & Development
## 894 29 No Travel_Rarely 1010 Research & Development
## 895 54 No Travel_Rarely 685 Research & Development
## 896 31 No Travel_Rarely 1332 Research & Development
## 897 31 No Travel_Rarely 1062 Research & Development
## 898 59 No Travel_Rarely 326 Sales
## 899 43 No Travel_Rarely 920 Research & Development
## 900 49 No Travel_Rarely 1098 Research & Development
## 901 36 No Travel_Frequently 469 Research & Development
## 902 48 No Travel_Rarely 969 Research & Development
## 903 27 No Travel_Rarely 1167 Research & Development
## 904 29 No Travel_Rarely 1329 Research & Development
## 905 48 No Travel_Rarely 715 Research & Development
## 906 29 No Travel_Rarely 694 Research & Development
## 907 34 No Travel_Rarely 1320 Research & Development
## 908 44 No Travel_Rarely 1099 Sales
## 909 33 No Travel_Rarely 536 Sales
## 910 19 No Travel_Rarely 265 Research & Development
## 911 23 No Travel_Rarely 373 Research & Development
## 912 25 Yes Travel_Frequently 599 Sales
## 913 26 No Travel_Rarely 583 Research & Development
## 914 45 Yes Travel_Rarely 1449 Sales
## 915 55 No Non-Travel 177 Research & Development
## 916 21 Yes Travel_Frequently 251 Research & Development
## 917 46 No Travel_Rarely 168 Sales
## 918 34 No Travel_Rarely 131 Sales
## 919 51 No Travel_Frequently 237 Sales
## 920 59 No Travel_Rarely 1429 Research & Development
## 921 34 No Travel_Frequently 135 Research & Development
## 922 28 No Travel_Frequently 791 Research & Development
## 923 44 No Travel_Rarely 1199 Research & Development
## 924 34 No Travel_Frequently 648 Human Resources
## 925 35 No Travel_Rarely 735 Research & Development
## 926 42 No Travel_Rarely 603 Research & Development
## 927 43 No Travel_Rarely 531 Sales
## 928 36 No Travel_Rarely 429 Research & Development
## 929 44 Yes Travel_Rarely 621 Research & Development
## 930 28 No Travel_Frequently 193 Research & Development
## 931 51 No Travel_Frequently 968 Research & Development
## 932 30 No Non-Travel 879 Research & Development
## 933 29 Yes Travel_Rarely 806 Research & Development
## 934 28 No Travel_Rarely 640 Research & Development
## 935 25 No Travel_Rarely 266 Research & Development
## 936 32 No Travel_Rarely 604 Sales
## 937 45 No Travel_Frequently 364 Research & Development
## 938 39 No Travel_Rarely 412 Research & Development
## 939 58 No Travel_Rarely 848 Research & Development
## 940 32 Yes Travel_Rarely 1089 Research & Development
## 941 39 Yes Travel_Rarely 360 Research & Development
## 942 30 No Travel_Rarely 1138 Research & Development
## 943 36 No Travel_Rarely 325 Research & Development
## 944 46 No Travel_Rarely 991 Human Resources
## 945 28 No Non-Travel 1476 Research & Development
## 946 50 No Travel_Rarely 1322 Research & Development
## 947 40 Yes Travel_Rarely 299 Sales
## 948 52 Yes Travel_Rarely 1030 Sales
## 949 30 No Travel_Rarely 634 Research & Development
## 950 39 No Travel_Rarely 524 Research & Development
## 951 31 No Non-Travel 587 Sales
## 952 41 No Non-Travel 256 Sales
## 953 31 Yes Travel_Frequently 1060 Sales
## 954 44 Yes Travel_Rarely 935 Research & Development
## 955 42 No Non-Travel 495 Research & Development
## 956 55 No Travel_Rarely 282 Research & Development
## 957 56 No Travel_Rarely 206 Human Resources
## 958 40 No Non-Travel 458 Research & Development
## 959 34 No Travel_Rarely 943 Research & Development
## 960 40 No Travel_Rarely 523 Research & Development
## 961 41 No Travel_Frequently 1018 Sales
## 962 35 No Travel_Frequently 482 Research & Development
## 963 51 No Travel_Rarely 770 Human Resources
## 964 38 No Travel_Rarely 1009 Sales
## 965 34 No Travel_Rarely 507 Sales
## 966 25 No Travel_Rarely 882 Research & Development
## 967 58 Yes Travel_Rarely 601 Research & Development
## 968 40 No Travel_Rarely 329 Research & Development
## 969 36 No Travel_Frequently 607 Sales
## 970 48 No Travel_Rarely 855 Research & Development
## 971 27 No Travel_Rarely 1291 Sales
## 972 51 No Travel_Rarely 1405 Research & Development
## 973 18 No Non-Travel 1124 Research & Development
## 974 35 No Travel_Rarely 817 Research & Development
## 975 27 No Travel_Frequently 793 Sales
## 976 55 Yes Travel_Rarely 267 Sales
## 977 56 No Travel_Rarely 1369 Research & Development
## 978 34 No Non-Travel 999 Research & Development
## 979 40 No Travel_Rarely 1202 Research & Development
## 980 34 No Travel_Rarely 285 Research & Development
## 981 31 Yes Travel_Frequently 703 Sales
## 982 35 Yes Travel_Frequently 662 Sales
## 983 38 No Travel_Frequently 693 Research & Development
## 984 34 No Travel_Rarely 404 Research & Development
## 985 28 No Travel_Rarely 736 Sales
## 986 31 Yes Travel_Rarely 330 Research & Development
## 987 39 No Travel_Rarely 1498 Sales
## 988 51 No Travel_Frequently 541 Sales
## 989 41 No Travel_Frequently 1200 Research & Development
## 990 37 No Travel_Rarely 1439 Research & Development
## 991 33 No Travel_Frequently 1111 Sales
## 992 32 No Travel_Rarely 499 Sales
## 993 39 No Non-Travel 1485 Research & Development
## 994 25 No Travel_Rarely 1372 Sales
## 995 52 No Travel_Frequently 322 Research & Development
## 996 43 No Travel_Rarely 930 Research & Development
## 997 27 No Travel_Rarely 205 Sales
## 998 27 Yes Travel_Rarely 135 Research & Development
## 999 26 No Travel_Rarely 683 Research & Development
## 1000 42 No Travel_Rarely 1147 Human Resources
## 1001 52 No Travel_Rarely 258 Research & Development
## 1002 37 No Travel_Rarely 1462 Research & Development
## 1003 35 No Travel_Frequently 200 Research & Development
## 1004 25 No Travel_Rarely 949 Research & Development
## 1005 26 No Travel_Rarely 652 Research & Development
## 1006 29 No Travel_Rarely 332 Human Resources
## 1007 49 Yes Travel_Frequently 1475 Research & Development
## 1008 29 Yes Travel_Frequently 337 Research & Development
## 1009 54 No Travel_Rarely 971 Research & Development
## 1010 58 No Travel_Rarely 1055 Research & Development
## 1011 55 No Travel_Rarely 1136 Research & Development
## 1012 36 No Travel_Rarely 1174 Sales
## 1013 31 Yes Travel_Frequently 667 Sales
## 1014 30 No Travel_Rarely 855 Sales
## 1015 31 No Travel_Rarely 182 Research & Development
## 1016 34 No Travel_Frequently 560 Research & Development
## 1017 31 Yes Travel_Rarely 202 Research & Development
## 1018 27 No Travel_Rarely 1377 Research & Development
## 1019 36 No Travel_Rarely 172 Research & Development
## 1020 36 No Travel_Rarely 329 Sales
## 1021 47 No Travel_Rarely 465 Research & Development
## 1022 25 Yes Travel_Rarely 383 Sales
## 1023 37 No Non-Travel 1413 Research & Development
## 1024 56 No Travel_Rarely 1255 Research & Development
## 1025 47 No Travel_Rarely 359 Research & Development
## 1026 24 No Travel_Rarely 1476 Sales
## 1027 32 No Travel_Rarely 601 Sales
## 1028 34 No Travel_Rarely 401 Research & Development
## 1029 41 No Travel_Rarely 1283 Research & Development
## 1030 40 No Non-Travel 663 Research & Development
## 1031 31 No Travel_Rarely 326 Sales
## 1032 46 Yes Travel_Rarely 377 Sales
## 1033 39 Yes Non-Travel 592 Research & Development
## 1034 31 Yes Travel_Frequently 1445 Research & Development
## 1035 45 No Travel_Rarely 1038 Research & Development
## 1036 31 No Travel_Rarely 1398 Human Resources
## 1037 31 Yes Travel_Frequently 523 Research & Development
## 1038 45 No Travel_Rarely 1448 Research & Development
## 1039 48 No Travel_Rarely 1221 Sales
## 1040 34 Yes Travel_Rarely 1107 Human Resources
## 1041 40 No Non-Travel 218 Research & Development
## 1042 28 No Travel_Rarely 866 Sales
## 1043 44 No Non-Travel 981 Research & Development
## 1044 53 No Travel_Rarely 447 Research & Development
## 1045 49 No Travel_Rarely 1495 Research & Development
## 1046 40 No Travel_Rarely 896 Research & Development
## 1047 44 No Travel_Rarely 1467 Research & Development
## 1048 33 No Travel_Frequently 430 Sales
## 1049 34 No Travel_Rarely 1326 Sales
## 1050 30 No Travel_Rarely 1358 Sales
## 1051 42 No Travel_Frequently 748 Research & Development
## 1052 44 No Travel_Frequently 383 Sales
## 1053 30 No Non-Travel 990 Research & Development
## 1054 57 No Travel_Rarely 405 Research & Development
## 1055 49 No Travel_Rarely 1490 Research & Development
## 1056 34 No Travel_Frequently 829 Research & Development
## 1057 28 Yes Travel_Frequently 1496 Sales
## 1058 29 Yes Travel_Frequently 115 Sales
## 1059 34 Yes Travel_Rarely 790 Sales
## 1060 35 No Travel_Rarely 660 Sales
## 1061 24 Yes Travel_Frequently 381 Research & Development
## 1062 24 No Non-Travel 830 Sales
## 1063 44 No Travel_Frequently 1193 Research & Development
## 1064 29 No Travel_Rarely 1246 Sales
## 1065 30 No Travel_Rarely 330 Human Resources
## 1066 55 No Travel_Rarely 1229 Research & Development
## 1067 33 No Travel_Rarely 1099 Research & Development
## 1068 47 No Travel_Rarely 571 Sales
## 1069 28 Yes Travel_Frequently 289 Research & Development
## 1070 28 No Travel_Rarely 1423 Research & Development
## 1071 28 No Travel_Frequently 467 Sales
## 1072 49 No Travel_Rarely 271 Research & Development
## 1073 29 No Travel_Frequently 410 Research & Development
## 1074 28 No Travel_Rarely 1083 Research & Development
## 1075 33 No Travel_Rarely 516 Research & Development
## 1076 32 No Travel_Rarely 495 Research & Development
## 1077 54 No Travel_Frequently 1050 Research & Development
## 1078 29 Yes Travel_Rarely 224 Research & Development
## 1079 44 No Travel_Rarely 136 Research & Development
## 1080 39 No Travel_Rarely 1089 Research & Development
## 1081 46 No Travel_Rarely 228 Sales
## 1082 35 No Travel_Rarely 1029 Research & Development
## 1083 23 No Travel_Rarely 507 Research & Development
## 1084 40 Yes Travel_Rarely 676 Research & Development
## 1085 34 No Travel_Rarely 971 Sales
## 1086 31 Yes Travel_Frequently 561 Research & Development
## 1087 50 No Travel_Frequently 333 Research & Development
## 1088 34 No Travel_Rarely 1440 Sales
## 1089 42 No Travel_Rarely 1210 Research & Development
## 1090 37 No Travel_Rarely 674 Research & Development
## 1091 29 No Travel_Rarely 441 Research & Development
## 1092 33 No Travel_Rarely 575 Research & Development
## 1093 45 No Travel_Rarely 950 Research & Development
## 1094 42 No Travel_Frequently 288 Research & Development
## 1095 40 No Travel_Rarely 1342 Sales
## 1096 33 No Travel_Rarely 589 Research & Development
## 1097 40 No Travel_Rarely 898 Human Resources
## 1098 24 No Travel_Rarely 350 Research & Development
## 1099 40 No Non-Travel 1142 Research & Development
## 1100 45 No Travel_Rarely 538 Research & Development
## 1101 35 No Travel_Rarely 1402 Sales
## 1102 32 No Travel_Rarely 824 Research & Development
## 1103 36 No Travel_Rarely 1157 Sales
## 1104 48 No Travel_Rarely 492 Sales
## 1105 29 No Travel_Rarely 598 Research & Development
## 1106 33 No Travel_Rarely 1242 Sales
## 1107 30 Yes Travel_Rarely 740 Sales
## 1108 38 No Travel_Frequently 888 Human Resources
## 1109 35 No Travel_Rarely 992 Research & Development
## 1110 30 No Travel_Rarely 1288 Sales
## 1111 35 Yes Travel_Rarely 104 Research & Development
## 1112 53 Yes Travel_Rarely 607 Research & Development
## 1113 38 Yes Travel_Rarely 903 Research & Development
## 1114 32 No Non-Travel 1200 Research & Development
## 1115 48 No Travel_Rarely 1108 Research & Development
## 1116 34 No Travel_Rarely 479 Research & Development
## 1117 55 No Travel_Rarely 685 Sales
## 1118 34 No Travel_Rarely 1351 Research & Development
## 1119 26 No Travel_Rarely 474 Research & Development
## 1120 38 No Travel_Rarely 1245 Sales
## 1121 38 No Travel_Rarely 437 Sales
## 1122 36 No Travel_Rarely 884 Sales
## 1123 29 No Travel_Rarely 1370 Research & Development
## 1124 35 No Travel_Rarely 670 Research & Development
## 1125 39 No Travel_Rarely 1462 Sales
## 1126 29 No Travel_Frequently 995 Research & Development
## 1127 50 No Travel_Rarely 264 Sales
## 1128 23 No Travel_Rarely 977 Research & Development
## 1129 36 No Travel_Frequently 1302 Research & Development
## 1130 42 No Travel_Rarely 1059 Research & Development
## 1131 35 No Travel_Rarely 750 Research & Development
## 1132 34 No Travel_Frequently 653 Research & Development
## 1133 40 No Travel_Rarely 118 Sales
## 1134 43 No Travel_Rarely 990 Research & Development
## 1135 35 No Travel_Rarely 1349 Research & Development
## 1136 46 No Travel_Rarely 563 Sales
## 1137 28 Yes Travel_Rarely 329 Research & Development
## 1138 22 No Non-Travel 457 Research & Development
## 1139 50 No Travel_Frequently 1234 Research & Development
## 1140 32 No Travel_Rarely 634 Research & Development
## 1141 44 No Travel_Rarely 1313 Research & Development
## 1142 30 No Travel_Rarely 241 Research & Development
## 1143 45 No Travel_Rarely 1015 Research & Development
## 1144 45 No Non-Travel 336 Sales
## 1145 31 No Travel_Frequently 715 Sales
## 1146 36 No Travel_Rarely 559 Research & Development
## 1147 34 No Travel_Frequently 426 Research & Development
## 1148 49 No Travel_Rarely 722 Research & Development
## 1149 39 No Travel_Rarely 1387 Research & Development
## 1150 27 No Travel_Rarely 1302 Research & Development
## 1151 35 No Travel_Rarely 819 Research & Development
## 1152 28 No Travel_Rarely 580 Research & Development
## 1153 21 No Travel_Rarely 546 Research & Development
## 1154 18 Yes Travel_Frequently 544 Sales
## 1155 47 No Travel_Rarely 1176 Human Resources
## 1156 39 No Travel_Rarely 170 Research & Development
## 1157 40 No Travel_Rarely 884 Research & Development
## 1158 35 No Non-Travel 208 Research & Development
## 1159 37 No Travel_Rarely 671 Research & Development
## 1160 39 No Travel_Frequently 711 Research & Development
## 1161 45 No Travel_Rarely 1329 Research & Development
## 1162 38 No Travel_Rarely 397 Research & Development
## 1163 35 Yes Travel_Rarely 737 Sales
## 1164 37 No Travel_Rarely 1470 Research & Development
## 1165 40 No Travel_Rarely 448 Research & Development
## 1166 44 No Travel_Frequently 602 Human Resources
## 1167 48 No Travel_Frequently 365 Research & Development
## 1168 35 Yes Travel_Rarely 763 Sales
## 1169 24 No Travel_Frequently 567 Research & Development
## 1170 27 No Travel_Rarely 486 Research & Development
## 1171 27 No Travel_Frequently 591 Research & Development
## 1172 40 Yes Travel_Rarely 1329 Research & Development
## 1173 29 No Travel_Rarely 469 Sales
## 1174 36 No Travel_Rarely 711 Research & Development
## 1175 25 No Travel_Frequently 772 Research & Development
## 1176 39 No Travel_Rarely 492 Research & Development
## 1177 49 No Travel_Rarely 301 Research & Development
## 1178 50 No Travel_Rarely 813 Research & Development
## 1179 20 No Travel_Rarely 1141 Sales
## 1180 34 No Travel_Rarely 1130 Research & Development
## 1181 36 No Travel_Rarely 311 Research & Development
## 1182 49 No Travel_Rarely 465 Research & Development
## 1183 36 No Non-Travel 894 Research & Development
## 1184 36 No Travel_Rarely 1040 Research & Development
## 1185 54 No Travel_Rarely 584 Research & Development
## 1186 43 No Travel_Rarely 1291 Research & Development
## 1187 35 Yes Travel_Frequently 880 Sales
## 1188 38 No Travel_Frequently 1189 Research & Development
## 1189 29 No Travel_Rarely 991 Sales
## 1190 33 No Travel_Rarely 392 Sales
## 1191 32 No Travel_Rarely 977 Research & Development
## 1192 31 No Travel_Rarely 1112 Sales
## 1193 49 No Travel_Rarely 464 Research & Development
## 1194 38 No Travel_Frequently 148 Research & Development
## 1195 47 No Travel_Rarely 1225 Sales
## 1196 49 No Travel_Rarely 809 Research & Development
## 1197 41 No Travel_Rarely 1206 Sales
## 1198 20 No Travel_Rarely 727 Sales
## 1199 33 No Non-Travel 530 Sales
## 1200 36 No Travel_Rarely 1351 Research & Development
## 1201 44 No Travel_Rarely 528 Human Resources
## 1202 23 Yes Travel_Rarely 1320 Research & Development
## 1203 38 No Travel_Rarely 1495 Research & Development
## 1204 53 No Travel_Rarely 1395 Research & Development
## 1205 48 Yes Travel_Frequently 708 Sales
## 1206 32 Yes Travel_Rarely 1259 Research & Development
## 1207 26 No Non-Travel 786 Research & Development
## 1208 55 No Travel_Rarely 1441 Research & Development
## 1209 34 No Travel_Rarely 1157 Research & Development
## 1210 60 No Travel_Rarely 370 Research & Development
## 1211 33 No Travel_Rarely 267 Research & Development
## 1212 37 No Travel_Frequently 1278 Sales
## 1213 34 No Travel_Rarely 678 Research & Development
## 1214 23 Yes Travel_Rarely 427 Sales
## 1215 44 No Travel_Rarely 921 Research & Development
## 1216 35 No Travel_Frequently 146 Research & Development
## 1217 43 No Travel_Rarely 1179 Sales
## 1218 24 No Travel_Rarely 581 Research & Development
## 1219 41 No Travel_Rarely 918 Sales
## 1220 29 No Travel_Rarely 1082 Research & Development
## 1221 36 No Travel_Rarely 530 Sales
## 1222 45 No Non-Travel 1238 Research & Development
## 1223 24 Yes Travel_Rarely 240 Human Resources
## 1224 47 Yes Travel_Frequently 1093 Sales
## 1225 26 No Travel_Rarely 390 Research & Development
## 1226 45 No Travel_Rarely 1005 Research & Development
## 1227 32 No Travel_Frequently 585 Research & Development
## 1228 31 No Travel_Rarely 741 Research & Development
## 1229 41 No Non-Travel 552 Human Resources
## 1230 40 No Travel_Rarely 369 Research & Development
## 1231 24 No Travel_Rarely 506 Research & Development
## 1232 46 No Travel_Rarely 717 Research & Development
## 1233 35 No Travel_Rarely 1370 Research & Development
## 1234 30 No Travel_Rarely 793 Research & Development
## 1235 47 No Non-Travel 543 Sales
## 1236 46 No Travel_Rarely 1277 Sales
## 1237 36 Yes Travel_Rarely 1456 Sales
## 1238 32 Yes Travel_Rarely 964 Sales
## 1239 23 No Travel_Rarely 160 Research & Development
## 1240 31 No Travel_Frequently 163 Research & Development
## 1241 39 No Non-Travel 792 Research & Development
## 1242 32 No Travel_Rarely 371 Sales
## 1243 40 No Travel_Rarely 611 Sales
## 1244 45 No Travel_Rarely 176 Human Resources
## 1245 30 No Travel_Frequently 1312 Research & Development
## 1246 24 No Travel_Frequently 897 Human Resources
## 1247 30 Yes Travel_Frequently 600 Human Resources
## 1248 31 No Travel_Rarely 1003 Sales
## 1249 27 No Travel_Rarely 1054 Research & Development
## 1250 29 Yes Travel_Rarely 428 Sales
## 1251 29 No Travel_Frequently 461 Research & Development
## 1252 30 No Travel_Rarely 979 Sales
## 1253 34 No Travel_Rarely 181 Research & Development
## 1254 33 No Non-Travel 1283 Sales
## 1255 49 No Travel_Rarely 1313 Sales
## 1256 33 Yes Travel_Rarely 211 Sales
## 1257 38 No Travel_Frequently 594 Research & Development
## 1258 31 Yes Travel_Rarely 1079 Sales
## 1259 29 No Travel_Rarely 590 Research & Development
## 1260 30 No Travel_Rarely 305 Research & Development
## 1261 32 No Non-Travel 953 Research & Development
## 1262 38 No Travel_Rarely 833 Research & Development
## 1263 43 Yes Travel_Frequently 807 Research & Development
## 1264 42 No Travel_Rarely 855 Research & Development
## 1265 55 No Travel_Rarely 478 Research & Development
## 1266 33 No Non-Travel 775 Research & Development
## 1267 41 No Travel_Rarely 548 Research & Development
## 1268 34 No Non-Travel 1375 Sales
## 1269 53 No Non-Travel 661 Research & Development
## 1270 43 No Travel_Rarely 244 Human Resources
## 1271 34 No Travel_Rarely 511 Sales
## 1272 21 Yes Travel_Rarely 337 Sales
## 1273 38 No Travel_Rarely 1153 Research & Development
## 1274 22 Yes Travel_Rarely 1294 Research & Development
## 1275 31 No Travel_Rarely 196 Sales
## 1276 51 No Travel_Rarely 942 Research & Development
## 1277 37 No Travel_Rarely 589 Sales
## 1278 46 No Travel_Rarely 734 Research & Development
## 1279 36 No Travel_Rarely 1383 Research & Development
## 1280 44 Yes Travel_Frequently 429 Research & Development
## 1281 37 No Travel_Rarely 1239 Human Resources
## 1282 35 Yes Travel_Rarely 303 Sales
## 1283 33 No Travel_Rarely 867 Research & Development
## 1284 28 No Travel_Rarely 1181 Research & Development
## 1285 39 No Travel_Rarely 1253 Research & Development
## 1286 46 No Non-Travel 849 Sales
## 1287 40 No Travel_Rarely 616 Research & Development
## 1288 42 No Travel_Rarely 1128 Research & Development
## 1289 35 No Non-Travel 1180 Research & Development
## 1290 38 No Non-Travel 1336 Human Resources
## 1291 34 Yes Travel_Frequently 234 Research & Development
## 1292 37 Yes Travel_Rarely 370 Research & Development
## 1293 39 No Travel_Frequently 766 Sales
## 1294 43 No Non-Travel 343 Research & Development
## 1295 41 No Travel_Rarely 447 Research & Development
## 1296 41 No Travel_Rarely 796 Sales
## 1297 30 No Travel_Rarely 1092 Research & Development
## 1298 26 Yes Travel_Rarely 920 Human Resources
## 1299 46 Yes Travel_Rarely 261 Research & Development
## 1300 40 No Travel_Rarely 1194 Research & Development
## 1301 34 No Travel_Rarely 810 Sales
## 1302 58 No Non-Travel 350 Sales
## 1303 35 No Travel_Rarely 185 Research & Development
## 1304 47 No Travel_Rarely 1001 Research & Development
## 1305 40 No Travel_Rarely 750 Research & Development
## 1306 54 No Travel_Rarely 431 Research & Development
## 1307 31 No Travel_Frequently 1125 Sales
## 1308 28 No Travel_Rarely 1217 Research & Development
## 1309 38 No Travel_Rarely 723 Sales
## 1310 26 No Travel_Rarely 572 Sales
## 1311 58 No Travel_Frequently 1216 Research & Development
## 1312 18 No Non-Travel 1431 Research & Development
## 1313 31 Yes Travel_Rarely 359 Human Resources
## 1314 29 Yes Travel_Rarely 350 Human Resources
## 1315 45 No Non-Travel 589 Sales
## 1316 36 No Travel_Rarely 430 Research & Development
## 1317 43 No Travel_Frequently 1422 Sales
## 1318 27 No Travel_Frequently 1297 Research & Development
## 1319 29 No Travel_Frequently 574 Research & Development
## 1320 32 No Travel_Frequently 1318 Sales
## 1321 42 No Non-Travel 355 Research & Development
## 1322 47 No Travel_Rarely 207 Research & Development
## 1323 46 No Travel_Rarely 706 Research & Development
## 1324 28 No Non-Travel 280 Human Resources
## 1325 29 No Travel_Rarely 726 Research & Development
## 1326 42 No Travel_Rarely 1142 Research & Development
## 1327 32 Yes Travel_Rarely 414 Sales
## 1328 46 No Travel_Rarely 1319 Sales
## 1329 27 No Travel_Rarely 728 Sales
## 1330 29 No Travel_Rarely 352 Human Resources
## 1331 43 No Travel_Rarely 823 Research & Development
## 1332 48 No Travel_Rarely 1224 Research & Development
## 1333 29 Yes Travel_Frequently 459 Research & Development
## 1334 46 Yes Travel_Rarely 1254 Sales
## 1335 27 No Travel_Frequently 1131 Research & Development
## 1336 39 No Travel_Rarely 835 Research & Development
## 1337 55 No Travel_Rarely 836 Research & Development
## 1338 28 No Travel_Rarely 1172 Sales
## 1339 30 Yes Travel_Rarely 945 Sales
## 1340 22 Yes Travel_Rarely 391 Research & Development
## 1341 36 No Travel_Rarely 1266 Sales
## 1342 31 No Travel_Rarely 311 Research & Development
## 1343 34 No Travel_Rarely 1480 Sales
## 1344 29 No Travel_Rarely 592 Research & Development
## 1345 37 No Travel_Rarely 783 Research & Development
## 1346 35 No Travel_Rarely 219 Research & Development
## 1347 45 No Travel_Rarely 556 Research & Development
## 1348 36 No Travel_Frequently 1213 Human Resources
## 1349 40 No Travel_Rarely 1137 Research & Development
## 1350 26 No Travel_Rarely 482 Research & Development
## 1351 27 No Travel_Rarely 511 Sales
## 1352 48 No Travel_Frequently 117 Research & Development
## 1353 44 No Travel_Rarely 170 Research & Development
## 1354 34 Yes Non-Travel 967 Research & Development
## 1355 56 Yes Travel_Rarely 1162 Research & Development
## 1356 36 No Travel_Rarely 335 Sales
## 1357 41 No Travel_Rarely 337 Sales
## 1358 42 No Travel_Rarely 1396 Research & Development
## 1359 31 No Travel_Rarely 1079 Sales
## 1360 34 No Travel_Rarely 735 Sales
## 1361 31 No Travel_Rarely 471 Research & Development
## 1362 26 No Travel_Frequently 1096 Research & Development
## 1363 45 No Travel_Frequently 1297 Research & Development
## 1364 33 No Travel_Rarely 217 Sales
## 1365 28 No Travel_Frequently 783 Sales
## 1366 29 Yes Travel_Frequently 746 Sales
## 1367 39 No Non-Travel 1251 Sales
## 1368 27 No Travel_Rarely 1354 Research & Development
## 1369 34 No Travel_Frequently 735 Research & Development
## 1370 28 Yes Travel_Rarely 1475 Sales
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## 122 Sales Executive 2 Married 6146
## 123 Research Scientist 2 Married 4963
## 124 Research Director 3 Single 19537
## 125 Sales Executive 3 Married 6172
## 126 Research Scientist 2 Married 2368
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## 128 Sales Representative 3 Single 1675
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## 130 Manufacturing Director 1 Married 6567
## 131 Research Scientist 3 Single 4739
## 132 Sales Executive 4 Single 9208
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## 134 Sales Executive 3 Divorced 8189
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## 136 Manufacturing Director 2 Divorced 4941
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## 139 Sales Executive 3 Married 8639
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## 141 Laboratory Technician 1 Single 4200
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## 143 Research Scientist 3 Single 4317
## 144 Research Scientist 3 Single 2632
## 145 Sales Executive 4 Divorced 4668
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## 147 Laboratory Technician 4 Single 2720
## 148 Manager 1 Divorced 17181
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## 150 Laboratory Technician 2 Single 1483
## 151 Research Scientist 2 Divorced 5605
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## 153 Sales Representative 3 Married 2306
## 154 Laboratory Technician 2 Divorced 2348
## 155 Sales Executive 4 Single 8998
## 156 Manufacturing Director 3 Married 4319
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## 158 Research Scientist 2 Married 3346
## 159 Sales Executive 4 Married 10855
## 160 Sales Representative 3 Married 2231
## 161 Research Scientist 4 Married 2323
## 162 Research Scientist 2 Divorced 2024
## 163 Research Scientist 4 Married 2713
## 164 Healthcare Representative 4 Divorced 9439
## 165 Research Scientist 3 Divorced 2566
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## 167 Research Scientist 3 Divorced 2451
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## 175 Sales Executive 1 Divorced 5006
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## 185 Manufacturing Director 1 Divorced 4450
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## 190 Healthcare Representative 2 Single 13734
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## 201 Manufacturing Director 1 Married 4298
## 202 Manufacturing Director 4 Divorced 6804
## 203 Research Scientist 3 Divorced 3815
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## 205 Healthcare Representative 1 Married 6673
## 206 Sales Executive 4 Married 7639
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## 213 Sales Executive 3 Single 9981
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## 215 Research Scientist 1 Single 2657
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## 221 Laboratory Technician 2 Single 5914
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## 223 Research Director 4 Divorced 12185
## 224 Sales Executive 3 Divorced 10609
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## 226 Research Scientist 4 Married 2177
## 227 Sales Representative 4 Divorced 2793
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## 229 Sales Executive 3 Single 8789
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## 231 Laboratory Technician 4 Single 3212
## 232 Manager 4 Married 19232
## 233 Human Resources 3 Married 2267
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## 236 Manager 4 Married 16064
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## 238 Manager 3 Single 19068
## 239 Sales Representative 2 Married 3931
## 240 Laboratory Technician 3 Single 3730
## 241 Laboratory Technician 3 Divorced 2232
## 242 Sales Executive 4 Married 4465
## 243 Research Scientist 1 Divorced 3072
## 244 Research Scientist 4 Divorced 3319
## 245 Manager 4 Married 19202
## 246 Research Director 3 Divorced 13675
## 247 Research Scientist 4 Married 2911
## 248 Manufacturing Director 1 Married 5957
## 249 Research Scientist 1 Married 3920
## 250 Manufacturing Director 3 Married 6434
## 251 Manufacturing Director 3 Divorced 10048
## 252 Healthcare Representative 3 Single 10938
## 253 Research Scientist 4 Single 2340
## 254 Research Scientist 1 Single 6545
## 255 Sales Executive 4 Divorced 6931
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## 257 Laboratory Technician 1 Divorced 2593
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## 268 Healthcare Representative 1 Divorced 4000
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## 271 Manager 1 Single 19045
## 272 Manager 2 Married 11849
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## 275 Research Scientist 3 Single 3230
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## 287 Laboratory Technician 3 Divorced 3161
## 288 Healthcare Representative 4 Divorced 5745
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## 290 Research Scientist 4 Single 3310
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## 293 Sales Representative 2 Divorced 2789
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## 296 Sales Executive 2 Married 13525
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## 300 Manufacturing Director 2 Divorced 5482
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## 303 Healthcare Representative 1 Single 5661
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## 305 Healthcare Representative 4 Divorced 9613
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## 311 Human Resources 1 Married 6410
## 312 Laboratory Technician 1 Divorced 5210
## 313 Research Scientist 4 Divorced 2695
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## 331 Laboratory Technician 3 Divorced 5257
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## 339 Sales Executive 3 Divorced 6118
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## 341 Manufacturing Director 4 Divorced 6347
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## 346 Research Scientist 4 Divorced 2904
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## 351 Human Resources 3 Divorced 2696
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## 370 Research Scientist 2 Single 2657
## 371 Sales Representative 2 Single 2716
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## 373 Healthcare Representative 2 Single 6540
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## 387 Laboratory Technician 1 Divorced 3034
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## 390 Manufacturing Director 2 Single 4197
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## 396 Laboratory Technician 4 Married 2258
## 397 Healthcare Representative 3 Divorced 4522
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## 400 Laboratory Technician 1 Married 2218
## 401 Manager 3 Divorced 19197
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## 403 Sales Executive 3 Single 6577
## 404 Sales Executive 1 Married 8392
## 405 Laboratory Technician 1 Divorced 4558
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## 414 Healthcare Representative 4 Married 4523
## 415 Sales Representative 2 Single 3202
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## 432 Laboratory Technician 3 Single 3780
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## 485 Sales Executive 4 Divorced 5460
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## 502 Research Scientist 3 Divorced 2083
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## 512 Manufacturing Director 2 Divorced 8847
## 513 Research Scientist 4 Single 2045
## 514 Research Scientist 3 Single 1009
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## 831 Laboratory Technician 4 Married 4766
## 832 Laboratory Technician 3 Married 2610
## 833 Healthcare Representative 4 Divorced 5731
## 834 Research Scientist 3 Married 2539
## 835 Sales Executive 3 Married 5714
## 836 Human Resources 3 Single 4323
## 837 Sales Executive 1 Married 7336
## 838 Research Director 3 Single 13499
## 839 Sales Executive 1 Single 13758
## 840 Sales Executive 1 Single 5155
## 841 Laboratory Technician 3 Married 2258
## 842 Laboratory Technician 2 Single 3597
## 843 Laboratory Technician 4 Married 2515
## 844 Laboratory Technician 4 Married 4420
## 845 Sales Executive 3 Married 6578
## 846 Research Scientist 4 Married 4422
## 847 Manufacturing Director 2 Divorced 10274
## 848 Healthcare Representative 1 Single 5343
## 849 Laboratory Technician 4 Married 2376
## 850 Sales Executive 3 Single 5346
## 851 Sales Representative 1 Divorced 2827
## 852 Manager 1 Divorced 19943
## 853 Laboratory Technician 4 Married 3131
## 854 Research Scientist 1 Single 2552
## 855 Research Scientist 3 Married 4477
## 856 Manufacturing Director 4 Married 6474
## 857 Laboratory Technician 3 Single 3033
## 858 Research Scientist 3 Single 2936
## 859 Manager 3 Divorced 18606
## 860 Research Scientist 4 Married 2168
## 861 Research Scientist 4 Married 2853
## 862 Manager 1 Married 17048
## 863 Research Scientist 3 Single 2290
## 864 Human Resources 3 Married 3600
## 865 Research Scientist 1 Divorced 2107
## 866 Sales Executive 1 Divorced 4115
## 867 Sales Executive 2 Married 4327
## 868 Manager 1 Married 17856
## 869 Laboratory Technician 1 Married 3196
## 870 Research Director 2 Married 19081
## 871 Sales Executive 1 Married 8966
## 872 Laboratory Technician 2 Married 2210
## 873 Sales Executive 3 Married 4539
## 874 Laboratory Technician 3 Divorced 2741
## 875 Laboratory Technician 3 Divorced 3491
## 876 Research Scientist 4 Single 4541
## 877 Sales Representative 4 Single 2678
## 878 Manufacturing Director 4 Divorced 7379
## 879 Human Resources 1 Married 6272
## 880 Sales Executive 4 Divorced 5220
## 881 Laboratory Technician 2 Married 2743
## 882 Research Scientist 3 Single 4998
## 883 Manufacturing Director 1 Divorced 10252
## 884 Research Scientist 4 Married 2781
## 885 Sales Executive 2 Divorced 6852
## 886 Sales Executive 4 Single 4950
## 887 Research Scientist 2 Married 3579
## 888 Research Director 1 Married 13191
## 889 Sales Executive 4 Married 10377
## 890 Research Scientist 1 Married 2235
## 891 Manufacturing Director 3 Divorced 10502
## 892 Research Scientist 4 Married 2011
## 893 Research Scientist 2 Single 1859
## 894 Research Scientist 4 Divorced 3760
## 895 Research Director 4 Married 17779
## 896 Healthcare Representative 1 Married 6833
## 897 Healthcare Representative 1 Single 6812
## 898 Sales Executive 4 Single 5171
## 899 Research Director 4 Married 19740
## 900 Manager 3 Married 18711
## 901 Research Scientist 2 Married 3692
## 902 Laboratory Technician 2 Single 2559
## 903 Research Scientist 3 Divorced 2517
## 904 Healthcare Representative 4 Divorced 6623
## 905 Research Director 4 Single 18265
## 906 Research Director 4 Divorced 16124
## 907 Research Scientist 3 Married 2585
## 908 Manager 2 Married 18213
## 909 Sales Executive 3 Divorced 8380
## 910 Research Scientist 4 Single 2994
## 911 Research Scientist 3 Married 1223
## 912 Sales Representative 4 Single 1118
## 913 Research Scientist 4 Single 2875
## 914 Manager 2 Single 18824
## 915 Healthcare Representative 2 Divorced 13577
## 916 Laboratory Technician 3 Single 2625
## 917 Manager 2 Married 18789
## 918 Sales Executive 1 Single 4538
## 919 Manager 2 Divorced 19847
## 920 Manufacturing Director 4 Single 10512
## 921 Laboratory Technician 2 Divorced 4444
## 922 Laboratory Technician 3 Single 2154
## 923 Manager 1 Divorced 19190
## 924 Human Resources 2 Married 4490
## 925 Research Scientist 3 Married 3506
## 926 Research Scientist 2 Married 2372
## 927 Sales Executive 4 Single 10231
## 928 Manufacturing Director 2 Single 5410
## 929 Healthcare Representative 4 Married 7978
## 930 Laboratory Technician 4 Married 3867
## 931 Laboratory Technician 3 Single 2838
## 932 Manufacturing Director 3 Single 4695
## 933 Laboratory Technician 3 Divorced 3339
## 934 Research Scientist 1 Single 2080
## 935 Research Scientist 2 Single 2096
## 936 Sales Executive 4 Married 6209
## 937 Manager 2 Single 18061
## 938 Manager 2 Divorced 17123
## 939 Research Scientist 3 Divorced 2372
## 940 Laboratory Technician 3 Married 4883
## 941 Research Scientist 1 Single 3904
## 942 Laboratory Technician 4 Married 4627
## 943 Healthcare Representative 3 Married 7094
## 944 Human Resources 1 Single 3423
## 945 Laboratory Technician 4 Married 6674
## 946 Research Director 1 Married 16880
## 947 Sales Executive 2 Single 9094
## 948 Sales Executive 2 Single 8446
## 949 Manager 1 Married 11916
## 950 Manufacturing Director 3 Single 4534
## 951 Sales Executive 3 Divorced 9852
## 952 Sales Executive 2 Single 6151
## 953 Sales Representative 2 Single 2302
## 954 Laboratory Technician 1 Married 2362
## 955 Manager 3 Married 17861
## 956 Manager 3 Married 19187
## 957 Manager 2 Single 19717
## 958 Research Scientist 3 Divorced 3544
## 959 Healthcare Representative 4 Divorced 8500
## 960 Research Scientist 4 Single 4661
## 961 Sales Executive 1 Divorced 4103
## 962 Research Scientist 3 Single 4249
## 963 Manager 2 Divorced 14026
## 964 Sales Executive 1 Divorced 6893
## 965 Sales Executive 1 Single 6125
## 966 Laboratory Technician 4 Married 3669
## 967 Manufacturing Director 1 Married 10008
## 968 Laboratory Technician 2 Married 2387
## 969 Sales Executive 1 Married 4639
## 970 Manufacturing Director 4 Single 7898
## 971 Sales Representative 4 Married 2534
## 972 Manufacturing Director 2 Single 13142
## 973 Laboratory Technician 4 Single 1611
## 974 Laboratory Technician 4 Married 5363
## 975 Sales Executive 4 Single 5071
## 976 Sales Executive 3 Single 13695
## 977 Manufacturing Director 2 Married 13402
## 978 Research Scientist 3 Divorced 2029
## 979 Healthcare Representative 3 Divorced 6377
## 980 Laboratory Technician 3 Married 5429
## 981 Sales Representative 4 Single 2785
## 982 Sales Executive 3 Married 4614
## 983 Research Scientist 3 Divorced 2610
## 984 Healthcare Representative 4 Single 6687
## 985 Sales Executive 1 Married 4724
## 986 Manufacturing Director 3 Married 6179
## 987 Sales Executive 4 Married 6120
## 988 Sales Executive 2 Married 10596
## 989 Research Scientist 4 Divorced 5467
## 990 Research Scientist 3 Married 2996
## 991 Sales Executive 4 Married 9998
## 992 Sales Executive 2 Married 4078
## 993 Healthcare Representative 3 Married 10920
## 994 Sales Executive 3 Married 6232
## 995 Manufacturing Director 3 Married 13247
## 996 Research Scientist 3 Single 4081
## 997 Sales Executive 4 Married 5769
## 998 Research Scientist 3 Single 2394
## 999 Research Scientist 4 Single 3904
## 1000 Manager 1 Married 16799
## 1001 Laboratory Technician 1 Married 2950
## 1002 Laboratory Technician 3 Single 3629
## 1003 Manufacturing Director 4 Single 9362
## 1004 Laboratory Technician 4 Married 3229
## 1005 Laboratory Technician 1 Single 3578
## 1006 Human Resources 1 Single 7988
## 1007 Laboratory Technician 1 Single 4284
## 1008 Healthcare Representative 4 Single 7553
## 1009 Research Director 4 Single 17328
## 1010 Research Director 1 Married 19701
## 1011 Research Director 4 Divorced 14732
## 1012 Sales Executive 2 Single 9278
## 1013 Sales Representative 3 Single 1359
## 1014 Sales Executive 1 Divorced 4779
## 1015 Research Director 2 Single 16422
## 1016 Research Scientist 1 Divorced 2996
## 1017 Research Scientist 2 Single 1261
## 1018 Laboratory Technician 1 Married 2099
## 1019 Laboratory Technician 4 Single 5810
## 1020 Sales Executive 1 Married 5647
## 1021 Research Scientist 4 Married 3420
## 1022 Sales Representative 1 Married 4400
## 1023 Laboratory Technician 3 Single 3500
## 1024 Research Scientist 1 Married 2066
## 1025 Research Director 3 Married 17169
## 1026 Sales Executive 3 Married 4162
## 1027 Sales Executive 4 Married 9204
## 1028 Laboratory Technician 2 Married 3294
## 1029 Research Scientist 3 Married 2127
## 1030 Laboratory Technician 3 Divorced 3975
## 1031 Sales Executive 4 Divorced 10793
## 1032 Sales Executive 4 Divorced 10096
## 1033 Laboratory Technician 1 Single 3646
## 1034 Manufacturing Director 2 Single 7446
## 1035 Healthcare Representative 1 Divorced 10851
## 1036 Human Resources 2 Single 2109
## 1037 Laboratory Technician 4 Married 3722
## 1038 Manufacturing Director 4 Married 9380
## 1039 Sales Executive 1 Divorced 5486
## 1040 Human Resources 3 Married 2742
## 1041 Research Director 2 Divorced 13757
## 1042 Sales Executive 1 Single 8463
## 1043 Laboratory Technician 3 Single 3162
## 1044 Research Director 2 Single 16598
## 1045 Healthcare Representative 3 Married 6651
## 1046 Research Scientist 3 Divorced 2345
## 1047 Research Scientist 2 Single 3420
## 1048 Sales Executive 1 Married 4373
## 1049 Sales Executive 1 Single 4759
## 1050 Sales Executive 3 Married 5301
## 1051 Laboratory Technician 4 Single 3673
## 1052 Sales Executive 3 Married 4768
## 1053 Research Scientist 3 Divorced 1274
## 1054 Research Scientist 3 Married 4900
## 1055 Healthcare Representative 2 Divorced 10466
## 1056 Research Director 1 Divorced 17007
## 1057 Sales Representative 3 Married 2909
## 1058 Sales Executive 2 Single 5765
## 1059 Sales Executive 2 Single 4599
## 1060 Sales Representative 3 Married 2404
## 1061 Laboratory Technician 1 Single 3172
## 1062 Sales Representative 2 Married 2033
## 1063 Manufacturing Director 3 Single 10209
## 1064 Sales Executive 3 Divorced 8620
## 1065 Human Resources 3 Divorced 2064
## 1066 Healthcare Representative 3 Married 4035
## 1067 Laboratory Technician 2 Married 3838
## 1068 Sales Executive 3 Married 4591
## 1069 Laboratory Technician 1 Single 2561
## 1070 Research Scientist 3 Divorced 1563
## 1071 Sales Executive 1 Single 4898
## 1072 Laboratory Technician 1 Married 4789
## 1073 Laboratory Technician 2 Married 3180
## 1074 Manufacturing Director 2 Married 6549
## 1075 Healthcare Representative 3 Single 6388
## 1076 Manager 4 Single 11244
## 1077 Manager 4 Divorced 16032
## 1078 Research Scientist 1 Single 2362
## 1079 Research Director 1 Married 16328
## 1080 Manufacturing Director 2 Single 8376
## 1081 Manager 2 Married 16606
## 1082 Healthcare Representative 2 Single 8606
## 1083 Laboratory Technician 3 Single 2272
## 1084 Laboratory Technician 1 Single 2018
## 1085 Sales Executive 3 Married 7083
## 1086 Research Scientist 3 Single 4084
## 1087 Research Director 4 Single 14411
## 1088 Sales Representative 3 Married 2308
## 1089 Laboratory Technician 2 Married 4841
## 1090 Research Scientist 4 Married 4285
## 1091 Healthcare Representative 1 Married 9715
## 1092 Manufacturing Director 2 Single 4320
## 1093 Research Scientist 4 Married 2132
## 1094 Healthcare Representative 4 Married 10124
## 1095 Sales Executive 1 Married 5473
## 1096 Laboratory Technician 3 Married 5207
## 1097 Manager 4 Single 16437
## 1098 Laboratory Technician 1 Divorced 2296
## 1099 Healthcare Representative 4 Divorced 4069
## 1100 Healthcare Representative 2 Divorced 7441
## 1101 Sales Representative 3 Married 2430
## 1102 Research Scientist 2 Married 5878
## 1103 Sales Representative 4 Single 2644
## 1104 Sales Executive 3 Divorced 6439
## 1105 Research Scientist 3 Married 2451
## 1106 Sales Executive 1 Married 6392
## 1107 Sales Executive 1 Married 9714
## 1108 Human Resources 3 Married 6077
## 1109 Laboratory Technician 1 Single 2450
## 1110 Sales Executive 2 Married 9250
## 1111 Laboratory Technician 1 Divorced 2074
## 1112 Manufacturing Director 4 Married 10169
## 1113 Manufacturing Director 2 Married 4855
## 1114 Research Scientist 1 Married 4087
## 1115 Research Scientist 1 Married 2367
## 1116 Research Scientist 4 Single 2972
## 1117 Manager 4 Married 19586
## 1118 Research Scientist 4 Married 5484
## 1119 Research Scientist 4 Married 2061
## 1120 Sales Executive 2 Married 9924
## 1121 Sales Executive 2 Single 4198
## 1122 Sales Executive 3 Single 6815
## 1123 Laboratory Technician 1 Single 4723
## 1124 Healthcare Representative 3 Single 6142
## 1125 Sales Executive 3 Married 8237
## 1126 Healthcare Representative 4 Divorced 8853
## 1127 Manager 3 Married 19331
## 1128 Research Scientist 3 Married 2073
## 1129 Laboratory Technician 1 Married 5562
## 1130 Manager 4 Single 19613
## 1131 Laboratory Technician 3 Married 3407
## 1132 Healthcare Representative 3 Married 5063
## 1133 Sales Executive 1 Married 4639
## 1134 Laboratory Technician 2 Divorced 4876
## 1135 Laboratory Technician 4 Married 2690
## 1136 Manager 1 Single 17567
## 1137 Laboratory Technician 2 Married 2408
## 1138 Research Scientist 3 Married 2814
## 1139 Healthcare Representative 3 Married 11245
## 1140 Research Scientist 4 Married 3312
## 1141 Research Director 4 Divorced 19049
## 1142 Research Scientist 2 Married 2141
## 1143 Laboratory Technician 1 Single 5769
## 1144 Sales Executive 1 Married 4385
## 1145 Sales Executive 1 Single 5332
## 1146 Manufacturing Director 3 Married 4663
## 1147 Manufacturing Director 4 Divorced 4724
## 1148 Laboratory Technician 1 Married 3211
## 1149 Manufacturing Director 1 Married 5377
## 1150 Laboratory Technician 1 Divorced 4066
## 1151 Research Scientist 1 Married 5208
## 1152 Manufacturing Director 1 Divorced 4877
## 1153 Research Scientist 4 Single 3117
## 1154 Sales Representative 4 Single 1569
## 1155 Manager 3 Married 19658
## 1156 Laboratory Technician 3 Divorced 3069
## 1157 Manufacturing Director 3 Married 10435
## 1158 Healthcare Representative 3 Married 4148
## 1159 Manufacturing Director 3 Married 5768
## 1160 Manufacturing Director 3 Single 5042
## 1161 Manufacturing Director 4 Divorced 5770
## 1162 Manufacturing Director 3 Married 7756
## 1163 Sales Executive 1 Married 10306
## 1164 Research Scientist 2 Married 3936
## 1165 Manufacturing Director 4 Single 7945
## 1166 Human Resources 4 Married 5743
## 1167 Manager 4 Married 15202
## 1168 Sales Executive 4 Divorced 5440
## 1169 Research Scientist 4 Single 3760
## 1170 Research Scientist 3 Married 3517
## 1171 Research Scientist 4 Single 2580
## 1172 Laboratory Technician 1 Single 2166
## 1173 Sales Executive 3 Single 5869
## 1174 Healthcare Representative 1 Married 8008
## 1175 Manufacturing Director 3 Divorced 5206
## 1176 Manufacturing Director 2 Married 5295
## 1177 Research Director 2 Married 16413
## 1178 Research Director 1 Divorced 13269
## 1179 Sales Representative 3 Single 2783
## 1180 Research Scientist 2 Divorced 5433
## 1181 Laboratory Technician 2 Single 2013
## 1182 Healthcare Representative 3 Married 13966
## 1183 Manufacturing Director 3 Married 4374
## 1184 Healthcare Representative 1 Divorced 6842
## 1185 Manager 3 Married 17426
## 1186 Research Director 3 Married 17603
## 1187 Sales Executive 4 Single 4581
## 1188 Research Scientist 4 Married 4735
## 1189 Sales Executive 2 Divorced 4187
## 1190 Sales Executive 4 Divorced 5505
## 1191 Research Scientist 2 Divorced 5470
## 1192 Sales Executive 4 Married 5476
## 1193 Laboratory Technician 1 Divorced 2587
## 1194 Laboratory Technician 2 Single 2440
## 1195 Manager 2 Divorced 15972
## 1196 Manager 3 Single 15379
## 1197 Sales Executive 3 Single 7082
## 1198 Sales Representative 1 Single 2728
## 1199 Sales Executive 4 Divorced 5368
## 1200 Healthcare Representative 3 Married 5347
## 1201 Human Resources 4 Divorced 3195
## 1202 Laboratory Technician 3 Single 3989
## 1203 Laboratory Technician 3 Married 3306
## 1204 Healthcare Representative 4 Married 7005
## 1205 Sales Representative 3 Married 2655
## 1206 Laboratory Technician 2 Single 1393
## 1207 Laboratory Technician 4 Single 2570
## 1208 Research Scientist 2 Divorced 3537
## 1209 Laboratory Technician 4 Married 3986
## 1210 Healthcare Representative 4 Divorced 10883
## 1211 Laboratory Technician 2 Married 2028
## 1212 Sales Executive 4 Divorced 9525
## 1213 Research Scientist 4 Married 2929
## 1214 Sales Representative 4 Divorced 2275
## 1215 Healthcare Representative 4 Married 7879
## 1216 Research Scientist 4 Single 4930
## 1217 Sales Executive 4 Married 7847
## 1218 Research Scientist 3 Married 4401
## 1219 Sales Executive 3 Single 9241
## 1220 Laboratory Technician 3 Married 2974
## 1221 Sales Representative 4 Single 4502
## 1222 Healthcare Representative 3 Married 10748
## 1223 Human Resources 3 Married 1555
## 1224 Sales Executive 3 Married 12936
## 1225 Laboratory Technician 3 Married 2305
## 1226 Research Director 2 Single 16704
## 1227 Research Scientist 3 Married 3433
## 1228 Laboratory Technician 3 Married 3477
## 1229 Human Resources 2 Married 6430
## 1230 Manufacturing Director 1 Married 6516
## 1231 Laboratory Technician 1 Divorced 3907
## 1232 Healthcare Representative 2 Single 5562
## 1233 Manufacturing Director 3 Married 6883
## 1234 Research Scientist 4 Married 2862
## 1235 Sales Executive 2 Married 4978
## 1236 Sales Executive 4 Divorced 10368
## 1237 Sales Executive 1 Divorced 6134
## 1238 Sales Executive 2 Single 6735
## 1239 Laboratory Technician 2 Single 3295
## 1240 Manufacturing Director 4 Single 5238
## 1241 Laboratory Technician 4 Married 6472
## 1242 Sales Executive 3 Married 9610
## 1243 Manager 2 Single 19833
## 1244 Human Resources 3 Married 9756
## 1245 Research Scientist 1 Single 4968
## 1246 Human Resources 4 Married 2145
## 1247 Human Resources 4 Divorced 2180
## 1248 Sales Executive 3 Married 8346
## 1249 Research Scientist 4 Single 3445
## 1250 Sales Representative 2 Single 2760
## 1251 Healthcare Representative 3 Single 6294
## 1252 Sales Executive 1 Divorced 7140
## 1253 Research Scientist 4 Married 2932
## 1254 Sales Executive 2 Single 5147
## 1255 Sales Executive 4 Single 4507
## 1256 Sales Executive 1 Single 8564
## 1257 Laboratory Technician 2 Married 2468
## 1258 Sales Executive 3 Married 8161
## 1259 Research Scientist 1 Divorced 2109
## 1260 Healthcare Representative 3 Married 5294
## 1261 Research Scientist 2 Single 2718
## 1262 Healthcare Representative 4 Married 5811
## 1263 Research Scientist 3 Married 2437
## 1264 Laboratory Technician 2 Divorced 2766
## 1265 Research Director 1 Married 19038
## 1266 Research Scientist 2 Divorced 3055
## 1267 Laboratory Technician 1 Divorced 2289
## 1268 Sales Executive 3 Divorced 4001
## 1269 Manufacturing Director 3 Married 12965
## 1270 Human Resources 4 Single 3539
## 1271 Sales Executive 4 Single 6029
## 1272 Sales Representative 2 Single 2679
## 1273 Laboratory Technician 3 Married 3702
## 1274 Laboratory Technician 1 Married 2398
## 1275 Sales Executive 4 Married 5468
## 1276 Manager 3 Married 13116
## 1277 Sales Executive 2 Married 4189
## 1278 Research Director 4 Divorced 19328
## 1279 Healthcare Representative 1 Married 8321
## 1280 Research Scientist 2 Divorced 2342
## 1281 Human Resources 2 Divorced 4071
## 1282 Sales Executive 4 Single 5813
## 1283 Research Scientist 1 Married 3143
## 1284 Research Scientist 4 Married 2044
## 1285 Research Director 3 Single 13464
## 1286 Sales Executive 2 Single 7991
## 1287 Laboratory Technician 1 Married 3377
## 1288 Healthcare Representative 1 Married 5538
## 1289 Manufacturing Director 4 Divorced 5762
## 1290 Human Resources 2 Divorced 2592
## 1291 Laboratory Technician 1 Married 5346
## 1292 Manufacturing Director 1 Single 4213
## 1293 Sales Executive 4 Divorced 4127
## 1294 Research Scientist 3 Single 2438
## 1295 Healthcare Representative 2 Single 6870
## 1296 Sales Executive 3 Divorced 10447
## 1297 Manufacturing Director 3 Single 9667
## 1298 Human Resources 2 Married 2148
## 1299 Healthcare Representative 2 Married 8926
## 1300 Healthcare Representative 4 Divorced 6513
## 1301 Sales Executive 3 Married 6799
## 1302 Manager 2 Divorced 16291
## 1303 Laboratory Technician 3 Married 2705
## 1304 Manufacturing Director 2 Divorced 10333
## 1305 Healthcare Representative 1 Divorced 4448
## 1306 Research Scientist 4 Married 6854
## 1307 Sales Executive 1 Married 9637
## 1308 Research Scientist 1 Married 3591
## 1309 Sales Representative 4 Married 5405
## 1310 Sales Executive 4 Single 4684
## 1311 Research Director 3 Married 15787
## 1312 Research Scientist 3 Single 1514
## 1313 Human Resources 1 Married 2956
## 1314 Human Resources 1 Divorced 2335
## 1315 Sales Executive 3 Married 5154
## 1316 Research Scientist 2 Married 6962
## 1317 Sales Executive 4 Married 5675
## 1318 Laboratory Technician 4 Single 2379
## 1319 Laboratory Technician 4 Married 3812
## 1320 Sales Executive 4 Single 4648
## 1321 Research Scientist 3 Married 2936
## 1322 Laboratory Technician 3 Single 2105
## 1323 Manufacturing Director 4 Divorced 8578
## 1324 Human Resources 4 Divorced 2706
## 1325 Healthcare Representative 3 Divorced 6384
## 1326 Laboratory Technician 3 Single 3968
## 1327 Sales Executive 2 Single 9907
## 1328 Sales Executive 1 Divorced 13225
## 1329 Sales Representative 3 Married 3540
## 1330 Human Resources 2 Married 2804
## 1331 Manager 3 Married 19392
## 1332 Research Director 2 Married 19665
## 1333 Research Scientist 4 Single 2439
## 1334 Sales Executive 2 Married 7314
## 1335 Research Scientist 1 Married 4774
## 1336 Research Scientist 4 Divorced 3902
## 1337 Research Scientist 4 Married 2662
## 1338 Sales Representative 2 Married 2856
## 1339 Sales Representative 4 Single 1081
## 1340 Research Scientist 2 Single 2472
## 1341 Sales Executive 3 Married 5673
## 1342 Laboratory Technician 3 Divorced 4197
## 1343 Sales Executive 4 Married 9713
## 1344 Laboratory Technician 1 Single 2062
## 1345 Research Scientist 1 Married 4284
## 1346 Manufacturing Director 2 Married 4788
## 1347 Manufacturing Director 4 Married 5906
## 1348 Human Resources 4 Single 3886
## 1349 Manager 1 Divorced 16823
## 1350 Research Scientist 3 Married 2933
## 1351 Sales Executive 3 Single 6500
## 1352 Manager 4 Divorced 17174
## 1353 Healthcare Representative 1 Married 5033
## 1354 Research Scientist 1 Married 2307
## 1355 Laboratory Technician 4 Single 2587
## 1356 Sales Executive 2 Married 5507
## 1357 Sales Executive 2 Married 4393
## 1358 Research Director 1 Married 13348
## 1359 Sales Executive 4 Divorced 6583
## 1360 Sales Executive 4 Married 8103
## 1361 Laboratory Technician 3 Divorced 3978
## 1362 Laboratory Technician 4 Married 2544
## 1363 Healthcare Representative 3 Single 5399
## 1364 Sales Executive 3 Single 5487
## 1365 Sales Executive 4 Married 6834
## 1366 Sales Representative 1 Single 1091
## 1367 Sales Executive 3 Married 5736
## 1368 Research Scientist 2 Married 2226
## 1369 Research Scientist 4 Married 5747
## 1370 Sales Executive 3 Single 9854
## 1371 Research Scientist 2 Married 5467
## 1372 Sales Executive 1 Married 5380
## 1373 Manufacturing Director 1 Married 5151
## 1374 Research Scientist 2 Divorced 2133
## 1375 Manager 4 Married 17875
## 1376 Research Scientist 3 Single 2432
## 1377 Research Scientist 4 Divorced 4771
## 1378 Research Director 4 Married 19161
## 1379 Sales Executive 4 Divorced 5087
## 1380 Human Resources 2 Married 2863
## 1381 Sales Executive 1 Married 5561
## 1382 Research Scientist 3 Single 2144
## 1383 Research Scientist 1 Divorced 3065
## 1384 Laboratory Technician 2 Married 2810
## 1385 Sales Executive 4 Single 9888
## 1386 Sales Executive 3 Divorced 8628
## 1387 Laboratory Technician 1 Single 2867
## 1388 Healthcare Representative 1 Married 5373
## 1389 Healthcare Representative 4 Divorced 6667
## 1390 Research Scientist 1 Married 5003
## 1391 Laboratory Technician 4 Divorced 2367
## 1392 Sales Representative 1 Single 2858
## 1393 Sales Executive 4 Married 5204
## 1394 Sales Executive 4 Single 4105
## 1395 Manufacturing Director 4 Single 9679
## 1396 Sales Executive 4 Married 5617
## 1397 Sales Executive 1 Single 10448
## 1398 Research Scientist 3 Married 2897
## 1399 Healthcare Representative 3 Divorced 5968
## 1400 Healthcare Representative 3 Married 7510
## 1401 Human Resources 2 Married 2991
## 1402 Manager 2 Married 19636
## 1403 Laboratory Technician 4 Divorced 1129
## 1404 Sales Executive 1 Single 13341
## 1405 Research Scientist 3 Single 4332
## 1406 Research Director 3 Married 11031
## 1407 Manufacturing Director 1 Single 4440
## 1408 Healthcare Representative 3 Single 4617
## 1409 Laboratory Technician 4 Single 2647
## 1410 Laboratory Technician 3 Married 6323
## 1411 Sales Executive 2 Married 5677
## 1412 Human Resources 2 Married 2187
## 1413 Laboratory Technician 2 Married 3748
## 1414 Laboratory Technician 3 Divorced 3977
## 1415 Healthcare Representative 3 Single 8633
## 1416 Laboratory Technician 3 Divorced 2008
## 1417 Sales Executive 2 Married 4440
## 1418 Sales Representative 3 Married 3067
## 1419 Manufacturing Director 3 Married 5321
## 1420 Research Scientist 1 Divorced 5410
## 1421 Research Scientist 4 Married 2782
## 1422 Research Director 2 Married 11957
## 1423 Laboratory Technician 3 Married 2660
## 1424 Research Scientist 3 Single 3375
## 1425 Research Scientist 3 Single 5098
## 1426 Healthcare Representative 4 Married 4878
## 1427 Laboratory Technician 2 Single 2837
## 1428 Laboratory Technician 4 Married 2406
## 1429 Sales Representative 2 Married 2269
## 1430 Research Scientist 4 Single 4108
## 1431 Research Director 3 Married 13206
## 1432 Sales Executive 4 Married 10422
## 1433 Research Director 4 Married 13744
## 1434 Sales Executive 3 Divorced 4907
## 1435 Sales Representative 4 Divorced 3482
## 1436 Research Scientist 4 Single 2436
## 1437 Sales Representative 1 Single 2380
## 1438 Manager 4 Single 19431
## 1439 Sales Representative 1 Married 1790
## 1440 Sales Executive 4 Married 7644
## 1441 Manufacturing Director 2 Divorced 5131
## 1442 Healthcare Representative 3 Divorced 6306
## 1443 Research Scientist 4 Married 4787
## 1444 Manager 3 Married 18880
## 1445 Laboratory Technician 3 Married 2339
## 1446 Manufacturing Director 2 Married 13570
## 1447 Sales Executive 3 Married 6712
## 1448 Sales Executive 4 Divorced 5406
## 1449 Sales Executive 2 Divorced 8938
## 1450 Research Scientist 1 Single 2439
## 1451 Human Resources 4 Single 8837
## 1452 Sales Executive 4 Married 5343
## 1453 Sales Executive 3 Divorced 6728
## 1454 Sales Executive 4 Married 6652
## 1455 Sales Executive 3 Single 4850
## 1456 Research Scientist 3 Single 2809
## 1457 Healthcare Representative 3 Married 5689
## 1458 Research Scientist 3 Married 2001
## 1459 Research Scientist 4 Married 2977
## 1460 Laboratory Technician 2 Married 4025
## 1461 Research Scientist 1 Single 3785
## 1462 Sales Executive 1 Divorced 10854
## 1463 Sales Executive 4 Married 12031
## 1464 Manufacturing Director 1 Single 9936
## 1465 Sales Representative 3 Single 2966
## 1466 Laboratory Technician 4 Married 2571
## 1467 Healthcare Representative 1 Married 9991
## 1468 Manufacturing Director 2 Married 6142
## 1469 Sales Executive 2 Married 5390
## 1470 Laboratory Technician 3 Married 4404
## MonthlyRate NumCompaniesWorked Over18 OverTime PercentSalaryHike
## 1 19479 8 Y Yes 11
## 2 24907 1 Y No 23
## 3 2396 6 Y Yes 15
## 4 23159 1 Y Yes 11
## 5 16632 9 Y No 12
## 6 11864 0 Y No 13
## 7 9964 4 Y Yes 20
## 8 13335 1 Y No 22
## 9 8787 0 Y No 21
## 10 16577 6 Y No 13
## 11 16479 0 Y No 13
## 12 12682 0 Y Yes 12
## 13 15170 1 Y No 17
## 14 8758 0 Y No 11
## 15 12947 5 Y Yes 14
## 16 10195 1 Y No 11
## 17 15053 0 Y Yes 12
## 18 7324 1 Y Yes 13
## 19 22021 2 Y No 16
## 20 4306 5 Y Yes 11
## 21 8232 0 Y No 18
## 22 6986 7 Y No 23
## 23 21293 0 Y No 11
## 24 19281 1 Y No 14
## 25 17102 2 Y No 11
## 26 10735 4 Y No 11
## 27 4681 1 Y Yes 22
## 28 21173 0 Y No 11
## 29 2094 3 Y No 14
## 30 22822 3 Y No 12
## 31 6670 4 Y No 11
## 32 19121 2 Y Yes 13
## 33 16117 1 Y No 13
## 34 3335 3 Y No 14
## 35 3020 2 Y Yes 16
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## 1400 9 0 9 Over 30
## 1401 2 1 2 Over 30
## 1402 9 1 4 Over 30
## 1403 0 0 0 Over 30
## 1404 8 11 10 Over 30
## 1405 9 3 7 Over 30
## 1406 7 4 8 Over 30
## 1407 2 1 4 Over 30
## 1408 3 1 2 Under 30
## 1409 2 1 4 Under 30
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## 1412 0 1 2 Under 30
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## 1416 1 0 0 Over 30
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## 1418 2 1 2 Over 30
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## 1420 3 1 2 Over 30
## 1421 3 1 0 Over 30
## 1422 8 5 12 Over 30
## 1423 2 2 2 Over 30
## 1424 2 1 2 Under 30
## 1425 7 0 8 Over 30
## 1426 7 8 1 Over 30
## 1427 2 4 1 Over 30
## 1428 0 0 0 Over 30
## 1429 2 2 2 Over 30
## 1430 7 1 7 Over 30
## 1431 16 1 11 Over 30
## 1432 10 5 7 Over 30
## 1433 11 6 8 Over 30
## 1434 3 0 4 Under 30
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## 1443 2 2 2 Under 30
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## 1446 7 0 10 Over 30
## 1447 7 1 7 Over 30
## 1448 12 11 11 Over 30
## 1449 4 0 4 Over 30
## 1450 2 1 2 Over 30
## 1451 0 1 7 Over 30
## 1452 7 1 9 Over 30
## 1453 3 0 1 Over 30
## 1454 3 0 0 Over 30
## 1455 3 0 1 Over 30
## 1456 2 2 2 Over 30
## 1457 2 0 2 Over 30
## 1458 3 0 2 Over 30
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## 1470 3 1 2 Over 30
## Experience IncreasedIncome
## 1 Experienced 6592.3
## 2 Experienced 5643.0
## 3 Inexperienced 2299.0
## 4 Experienced 3199.9
## 5 Inexperienced 3814.8
## 6 Experienced 3374.8
## 7 Inexperienced 2937.0
## 8 Inexperienced 2962.3
## 9 Experienced 10478.6
## 10 Experienced 5760.7
## 11 Experienced 2668.6
## 12 Experienced 4612.3
## 13 Inexperienced 3202.1
## 14 Inexperienced 2927.1
## 15 Inexperienced 2230.8
## 16 Experienced 10978.0
## 17 Inexperienced 3627.8
## 18 Inexperienced 3228.5
## 19 Experienced 16969.7
## 20 Inexperienced 4338.4
## 21 Inexperienced 4412.1
## 22 Inexperienced 3747.7
## 23 Experienced 13193.4
## 24 Inexperienced 1355.2
## 25 Inexperienced 3256.0
## 26 Experienced 21003.4
## 27 Inexperienced 4310.9
## 28 Experienced 7507.5
## 29 Experienced 11272.8
## 30 Inexperienced 20841.7
## 31 Inexperienced 2745.6
## 32 Inexperienced 7111.5
## 33 Inexperienced 2426.6
## 34 Inexperienced 2294.6
## 35 Inexperienced 2522.3
## 36 Inexperienced 2909.5
## 37 Inexperienced 2951.3
## 38 Inexperienced 2215.4
## 39 Inexperienced 3760.9
## 40 Inexperienced 5913.6
## 41 Inexperienced 2146.1
## 42 Inexperienced 2575.1
## 43 Inexperienced 2522.3
## 44 Experienced 9598.6
## 45 Experienced 4412.1
## 46 Experienced 21499.5
## 47 Experienced 5024.8
## 48 Inexperienced 3324.2
## 49 Experienced 6349.2
## 50 Inexperienced 2495.9
## 51 Inexperienced 5919.1
## 52 Inexperienced 3785.1
## 53 Inexperienced 5999.4
## 54 Inexperienced 10872.4
## 55 Inexperienced 4572.7
## 56 Experienced 14803.8
## 57 Experienced 9975.9
## 58 Inexperienced 4415.4
## 59 Experienced 6506.5
## 60 Experienced 6592.3
## 61 Experienced 6778.2
## 62 Inexperienced 2646.6
## 63 Inexperienced 20614.0
## 64 Experienced 8400.7
## 65 Experienced 11105.6
## 66 Inexperienced 16231.6
## 67 Experienced 7148.9
## 68 Inexperienced 10696.4
## 69 Inexperienced 2413.4
## 70 Inexperienced 3726.8
## 71 Inexperienced 6020.3
## 72 Experienced 2973.3
## 73 Inexperienced 2751.1
## 74 Experienced 6842.0
## 75 Inexperienced 3341.8
## 76 Experienced 4866.4
## 77 Experienced 4743.2
## 78 Inexperienced 14569.5
## 79 Inexperienced 15030.4
## 80 Inexperienced 5523.1
## 81 Experienced 5638.6
## 82 Experienced 3144.9
## 83 Inexperienced 11262.9
## 84 Experienced 5861.9
## 85 Inexperienced 4757.5
## 86 Experienced 7986.0
## 87 Inexperienced 2554.2
## 88 Inexperienced 2282.5
## 89 Experienced 4567.2
## 90 Experienced 10580.9
## 91 Inexperienced 14853.3
## 92 Experienced 5985.1
## 93 Experienced 5729.9
## 94 Experienced 11740.3
## 95 Experienced 5511.0
## 96 Inexperienced 14903.9
## 97 Inexperienced 5498.9
## 98 Experienced 4643.1
## 99 Experienced 15259.2
## 100 Inexperienced 2246.2
## 101 Inexperienced 2280.3
## 102 Inexperienced 3251.6
## 103 Inexperienced 3218.6
## 104 Experienced 5289.9
## 105 Inexperienced 5679.3
## 106 Inexperienced 20728.4
## 107 Inexperienced 19989.2
## 108 Experienced 6318.4
## 109 Inexperienced 3177.9
## 110 Inexperienced 3158.1
## 111 Experienced 8232.4
## 112 Experienced 6681.4
## 113 Inexperienced 19060.8
## 114 Inexperienced 3051.4
## 115 Inexperienced 4955.5
## 116 Inexperienced 8170.8
## 117 Experienced 12794.1
## 118 Experienced 10711.8
## 119 Inexperienced 3118.5
## 120 Experienced 18654.9
## 121 Experienced 2874.3
## 122 Experienced 6760.6
## 123 Experienced 5459.3
## 124 Experienced 21490.7
## 125 Experienced 6789.2
## 126 Experienced 2604.8
## 127 Experienced 11343.2
## 128 Inexperienced 1842.5
## 129 Inexperienced 2775.3
## 130 Experienced 7223.7
## 131 Inexperienced 5212.9
## 132 Inexperienced 10128.8
## 133 Inexperienced 5014.9
## 134 Experienced 9007.9
## 135 Experienced 3236.2
## 136 Inexperienced 5435.1
## 137 Inexperienced 11715.0
## 138 Experienced 6492.2
## 139 Inexperienced 9502.9
## 140 Experienced 6981.7
## 141 Experienced 4620.0
## 142 Experienced 3797.2
## 143 Inexperienced 4748.7
## 144 Experienced 2895.2
## 145 Experienced 5134.8
## 146 Inexperienced 3524.4
## 147 Inexperienced 2992.0
## 148 Experienced 18899.1
## 149 Inexperienced 2461.8
## 150 Inexperienced 1631.3
## 151 Experienced 6165.5
## 152 Experienced 8024.5
## 153 Experienced 2536.6
## 154 Experienced 2582.8
## 155 Experienced 9897.8
## 156 Experienced 4750.9
## 157 Inexperienced 6745.2
## 158 Inexperienced 3680.6
## 159 Experienced 11940.5
## 160 Inexperienced 2454.1
## 161 Inexperienced 2555.3
## 162 Inexperienced 2226.4
## 163 Inexperienced 2984.3
## 164 Inexperienced 10382.9
## 165 Inexperienced 2822.6
## 166 Experienced 21918.6
## 167 Experienced 2696.1
## 168 Experienced 10360.9
## 169 Inexperienced 9554.6
## 170 Experienced 3341.8
## 171 Inexperienced 3363.8
## 172 Inexperienced 2557.5
## 173 Experienced 2296.8
## 174 Experienced 3379.2
## 175 Experienced 5506.6
## 176 Inexperienced 4682.7
## 177 Inexperienced 2750.0
## 178 Inexperienced 1212.2
## 179 Experienced 11498.3
## 180 Inexperienced 2516.8
## 181 Inexperienced 4321.9
## 182 Inexperienced 2542.1
## 183 Inexperienced 3454.0
## 184 Inexperienced 4059.0
## 185 Inexperienced 4895.0
## 186 Experienced 3031.6
## 187 Experienced 20936.3
## 188 Experienced 20594.2
## 189 Experienced 10501.7
## 190 Experienced 15107.4
## 191 Experienced 21998.9
## 192 Experienced 2506.9
## 193 Inexperienced 6507.6
## 194 Experienced 2297.9
## 195 Experienced 18471.2
## 196 Experienced 3920.4
## 197 Inexperienced 4867.5
## 198 Inexperienced 5791.5
## 199 Inexperienced 7208.3
## 200 Experienced 6887.1
## 201 Inexperienced 4727.8
## 202 Experienced 7484.4
## 203 Inexperienced 4196.5
## 204 Inexperienced 3015.1
## 205 Inexperienced 7340.3
## 206 Experienced 8402.9
## 207 Inexperienced 2560.8
## 208 Inexperienced 2368.3
## 209 Inexperienced 5363.6
## 210 Inexperienced 10335.6
## 211 Experienced 11440.0
## 212 Experienced 9321.4
## 213 Experienced 10979.1
## 214 Experienced 13739.0
## 215 Inexperienced 2922.7
## 216 Inexperienced 14950.1
## 217 Inexperienced 7365.6
## 218 Inexperienced 2263.8
## 219 Experienced 9751.5
## 220 Inexperienced 6534.0
## 221 Experienced 6505.4
## 222 Inexperienced 2884.2
## 223 Experienced 13403.5
## 224 Experienced 11669.9
## 225 Experienced 4779.5
## 226 Inexperienced 2394.7
## 227 Experienced 3072.3
## 228 Experienced 8709.8
## 229 Experienced 9667.9
## 230 Inexperienced 2627.9
## 231 Inexperienced 3533.2
## 232 Experienced 21155.2
## 233 Inexperienced 2493.7
## 234 Inexperienced 21468.7
## 235 Experienced 2679.6
## 236 Experienced 17670.4
## 237 Experienced 2977.7
## 238 Experienced 20974.8
## 239 Inexperienced 4324.1
## 240 Inexperienced 4103.0
## 241 Inexperienced 2455.2
## 242 Inexperienced 4911.5
## 243 Inexperienced 3379.2
## 244 Experienced 3650.9
## 245 Inexperienced 21122.2
## 246 Inexperienced 15042.5
## 247 Inexperienced 3202.1
## 248 Experienced 6552.7
## 249 Inexperienced 4312.0
## 250 Inexperienced 7077.4
## 251 Inexperienced 11052.8
## 252 Experienced 12031.8
## 253 Experienced 2574.0
## 254 Inexperienced 7199.5
## 255 Inexperienced 7624.1
## 256 Inexperienced 5387.8
## 257 Experienced 2852.3
## 258 Experienced 21379.6
## 259 Inexperienced 2995.3
## 260 Experienced 3826.9
## 261 Inexperienced 3073.4
## 262 Experienced 5773.9
## 263 Inexperienced 2393.6
## 264 Experienced 18559.2
## 265 Inexperienced 3833.5
## 266 Inexperienced 7308.4
## 267 Inexperienced 6140.2
## 268 Inexperienced 4400.0
## 269 Experienced 14845.6
## 270 Experienced 3531.0
## 271 Experienced 20949.5
## 272 Experienced 13033.9
## 273 Inexperienced 2277.0
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## 1052 Inexperienced 5244.8
## 1053 Inexperienced 1401.4
## 1054 Experienced 5390.0
## 1055 Experienced 11512.6
## 1056 Experienced 18707.7
## 1057 Inexperienced 3199.9
## 1058 Inexperienced 6341.5
## 1059 Experienced 5058.9
## 1060 Inexperienced 2644.4
## 1061 Inexperienced 3489.2
## 1062 Inexperienced 2236.3
## 1063 Inexperienced 11229.9
## 1064 Experienced 9482.0
## 1065 Inexperienced 2270.4
## 1066 Inexperienced 4438.5
## 1067 Experienced 4221.8
## 1068 Experienced 5050.1
## 1069 Inexperienced 2817.1
## 1070 Inexperienced 1719.3
## 1071 Inexperienced 5387.8
## 1072 Inexperienced 5267.9
## 1073 Inexperienced 3498.0
## 1074 Experienced 7203.9
## 1075 Inexperienced 7026.8
## 1076 Inexperienced 12368.4
## 1077 Experienced 17635.2
## 1078 Experienced 2598.2
## 1079 Experienced 17960.8
## 1080 Inexperienced 9213.6
## 1081 Experienced 18266.6
## 1082 Experienced 9466.6
## 1083 Inexperienced 2499.2
## 1084 Experienced 2219.8
## 1085 Experienced 7791.3
## 1086 Inexperienced 4492.4
## 1087 Experienced 15852.1
## 1088 Experienced 2538.8
## 1089 Inexperienced 5325.1
## 1090 Experienced 4713.5
## 1091 Experienced 10686.5
## 1092 Inexperienced 4752.0
## 1093 Experienced 2345.2
## 1094 Experienced 11136.4
## 1095 Experienced 6020.3
## 1096 Experienced 5727.7
## 1097 Experienced 18080.7
## 1098 Inexperienced 2525.6
## 1099 Inexperienced 4475.9
## 1100 Experienced 8185.1
## 1101 Inexperienced 2673.0
## 1102 Inexperienced 6465.8
## 1103 Inexperienced 2908.4
## 1104 Experienced 7082.9
## 1105 Inexperienced 2696.1
## 1106 Inexperienced 7031.2
## 1107 Experienced 10685.4
## 1108 Inexperienced 6684.7
## 1109 Inexperienced 2695.0
## 1110 Inexperienced 10175.0
## 1111 Inexperienced 2281.4
## 1112 Experienced 11185.9
## 1113 Inexperienced 5340.5
## 1114 Experienced 4495.7
## 1115 Inexperienced 2603.7
## 1116 Inexperienced 3269.2
## 1117 Experienced 21544.6
## 1118 Inexperienced 6032.4
## 1119 Inexperienced 2267.1
## 1120 Experienced 10916.4
## 1121 Inexperienced 4617.8
## 1122 Inexperienced 7496.5
## 1123 Experienced 5195.3
## 1124 Inexperienced 6756.2
## 1125 Experienced 9060.7
## 1126 Experienced 9738.3
## 1127 Inexperienced 21264.1
## 1128 Inexperienced 2280.3
## 1129 Inexperienced 6118.2
## 1130 Inexperienced 21574.3
## 1131 Experienced 3747.7
## 1132 Inexperienced 5569.3
## 1133 Experienced 5102.9
## 1134 Experienced 5363.6
## 1135 Inexperienced 2959.0
## 1136 Inexperienced 19323.7
## 1137 Inexperienced 2648.8
## 1138 Inexperienced 3095.4
## 1139 Experienced 12369.5
## 1140 Inexperienced 3643.2
## 1141 Experienced 20953.9
## 1142 Experienced 2355.1
## 1143 Experienced 6345.9
## 1144 Experienced 4823.5
## 1145 Inexperienced 5865.2
## 1146 Inexperienced 5129.3
## 1147 Experienced 5196.4
## 1148 Experienced 3532.1
## 1149 Experienced 5914.7
## 1150 Experienced 4472.6
## 1151 Experienced 5728.8
## 1152 Inexperienced 5364.7
## 1153 Inexperienced 3428.7
## 1154 Inexperienced 1725.9
## 1155 Inexperienced 21623.8
## 1156 Experienced 3375.9
## 1157 Experienced 11478.5
## 1158 Experienced 4562.8
## 1159 Inexperienced 6344.8
## 1160 Inexperienced 5546.2
## 1161 Experienced 6347.0
## 1162 Experienced 8531.6
## 1163 Experienced 11336.6
## 1164 Experienced 4329.6
## 1165 Inexperienced 8739.5
## 1166 Experienced 6317.3
## 1167 Inexperienced 16722.2
## 1168 Inexperienced 5984.0
## 1169 Inexperienced 4136.0
## 1170 Inexperienced 3868.7
## 1171 Inexperienced 2838.0
## 1172 Inexperienced 2382.6
## 1173 Inexperienced 6455.9
## 1174 Inexperienced 8808.8
## 1175 Experienced 5726.6
## 1176 Experienced 5824.5
## 1177 Inexperienced 18054.3
## 1178 Experienced 14595.9
## 1179 Inexperienced 3061.3
## 1180 Experienced 5976.3
## 1181 Inexperienced 2214.3
## 1182 Experienced 15362.6
## 1183 Inexperienced 4811.4
## 1184 Experienced 7526.2
## 1185 Experienced 19168.6
## 1186 Experienced 19363.3
## 1187 Experienced 5039.1
## 1188 Experienced 5208.5
## 1189 Inexperienced 4605.7
## 1190 Inexperienced 6055.5
## 1191 Experienced 6017.0
## 1192 Inexperienced 6023.6
## 1193 Inexperienced 2845.7
## 1194 Inexperienced 2684.0
## 1195 Inexperienced 17569.2
## 1196 Experienced 16916.9
## 1197 Inexperienced 7790.2
## 1198 Inexperienced 3000.8
## 1199 Experienced 5904.8
## 1200 Inexperienced 5881.7
## 1201 Inexperienced 3514.5
## 1202 Experienced 4387.9
## 1203 Inexperienced 3636.6
## 1204 Inexperienced 7705.5
## 1205 Experienced 2920.5
## 1206 Inexperienced 1532.3
## 1207 Experienced 2827.0
## 1208 Inexperienced 3890.7
## 1209 Experienced 4384.6
## 1210 Inexperienced 11971.3
## 1211 Experienced 2230.8
## 1212 Inexperienced 10477.5
## 1213 Experienced 3221.9
## 1214 Inexperienced 2502.5
## 1215 Experienced 8666.9
## 1216 Experienced 5423.0
## 1217 Experienced 8631.7
## 1218 Inexperienced 4841.1
## 1219 Experienced 10165.1
## 1220 Inexperienced 3271.4
## 1221 Experienced 4952.2
## 1222 Experienced 11822.8
## 1223 Inexperienced 1710.5
## 1224 Experienced 14229.6
## 1225 Inexperienced 2535.5
## 1226 Experienced 18374.4
## 1227 Inexperienced 3776.3
## 1228 Inexperienced 3824.7
## 1229 Inexperienced 7073.0
## 1230 Inexperienced 7167.6
## 1231 Inexperienced 4297.7
## 1232 Experienced 6118.2
## 1233 Experienced 7571.3
## 1234 Inexperienced 3148.2
## 1235 Inexperienced 5475.8
## 1236 Experienced 11404.8
## 1237 Inexperienced 6747.4
## 1238 Inexperienced 7408.5
## 1239 Inexperienced 3624.5
## 1240 Experienced 5761.8
## 1241 Experienced 7119.2
## 1242 Inexperienced 10571.0
## 1243 Experienced 21816.3
## 1244 Inexperienced 10731.6
## 1245 Experienced 5464.8
## 1246 Inexperienced 2359.5
## 1247 Inexperienced 2398.0
## 1248 Inexperienced 9180.6
## 1249 Inexperienced 3789.5
## 1250 Inexperienced 3036.0
## 1251 Inexperienced 6923.4
## 1252 Experienced 7854.0
## 1253 Inexperienced 3225.2
## 1254 Experienced 5661.7
## 1255 Inexperienced 4957.7
## 1256 Inexperienced 9420.4
## 1257 Inexperienced 2714.8
## 1258 Inexperienced 8977.1
## 1259 Inexperienced 2319.9
## 1260 Inexperienced 5823.4
## 1261 Experienced 2989.8
## 1262 Inexperienced 6392.1
## 1263 Inexperienced 2680.7
## 1264 Inexperienced 3042.6
## 1265 Inexperienced 20941.8
## 1266 Experienced 3360.5
## 1267 Inexperienced 2517.9
## 1268 Experienced 4401.1
## 1269 Inexperienced 14261.5
## 1270 Experienced 3892.9
## 1271 Inexperienced 6631.9
## 1272 Inexperienced 2946.9
## 1273 Experienced 4072.2
## 1274 Inexperienced 2637.8
## 1275 Experienced 6014.8
## 1276 Inexperienced 14427.6
## 1277 Inexperienced 4607.9
## 1278 Inexperienced 21260.8
## 1279 Experienced 9153.1
## 1280 Inexperienced 2576.2
## 1281 Inexperienced 4478.1
## 1282 Experienced 6394.3
## 1283 Experienced 3457.3
## 1284 Inexperienced 2248.4
## 1285 Inexperienced 14810.4
## 1286 Inexperienced 8790.1
## 1287 Inexperienced 3714.7
## 1288 Inexperienced 6091.8
## 1289 Experienced 6338.2
## 1290 Experienced 2851.2
## 1291 Inexperienced 5880.6
## 1292 Inexperienced 4634.3
## 1293 Inexperienced 4539.7
## 1294 Inexperienced 2681.8
## 1295 Inexperienced 7557.0
## 1296 Experienced 11491.7
## 1297 Experienced 10633.7
## 1298 Inexperienced 2362.8
## 1299 Experienced 9818.6
## 1300 Inexperienced 7164.3
## 1301 Experienced 7478.9
## 1302 Experienced 17920.1
## 1303 Experienced 2975.5
## 1304 Experienced 11366.3
## 1305 Experienced 4892.8
## 1306 Inexperienced 7539.4
## 1307 Inexperienced 10600.7
## 1308 Inexperienced 3950.1
## 1309 Inexperienced 5945.5
## 1310 Inexperienced 5152.4
## 1311 Inexperienced 17365.7
## 1312 Inexperienced 1665.4
## 1313 Inexperienced 3251.6
## 1314 Inexperienced 2568.5
## 1315 Experienced 5669.4
## 1316 Inexperienced 7658.2
## 1317 Experienced 6242.5
## 1318 Experienced 2616.9
## 1319 Experienced 4193.2
## 1320 Inexperienced 5112.8
## 1321 Inexperienced 3229.6
## 1322 Inexperienced 2315.5
## 1323 Experienced 9435.8
## 1324 Inexperienced 2976.6
## 1325 Inexperienced 7022.4
## 1326 Inexperienced 4364.8
## 1327 Inexperienced 10897.7
## 1328 Experienced 14547.5
## 1329 Experienced 3894.0
## 1330 Inexperienced 3084.4
## 1331 Experienced 21331.2
## 1332 Experienced 21631.5
## 1333 Inexperienced 2682.9
## 1334 Experienced 8045.4
## 1335 Experienced 5251.4
## 1336 Inexperienced 4292.2
## 1337 Inexperienced 2928.2
## 1338 Inexperienced 3141.6
## 1339 Inexperienced 1189.1
## 1340 Inexperienced 2719.2
## 1341 Experienced 6240.3
## 1342 Experienced 4616.7
## 1343 Inexperienced 10684.3
## 1344 Inexperienced 2268.2
## 1345 Inexperienced 4712.4
## 1346 Inexperienced 5266.8
## 1347 Experienced 6496.6
## 1348 Inexperienced 4274.6
## 1349 Experienced 18505.3
## 1350 Inexperienced 3226.3
## 1351 Experienced 7150.0
## 1352 Experienced 18891.4
## 1353 Inexperienced 5536.3
## 1354 Inexperienced 2537.7
## 1355 Inexperienced 2845.7
## 1356 Inexperienced 6057.7
## 1357 Experienced 4832.3
## 1358 Experienced 14682.8
## 1359 Inexperienced 7241.3
## 1360 Inexperienced 8913.3
## 1361 Inexperienced 4375.8
## 1362 Experienced 2798.4
## 1363 Inexperienced 5938.9
## 1364 Experienced 6035.7
## 1365 Experienced 7517.4
## 1366 Inexperienced 1200.1
## 1367 Inexperienced 6309.6
## 1368 Inexperienced 2448.6
## 1369 Experienced 6321.7
## 1370 Inexperienced 10839.4
## 1371 Experienced 6013.7
## 1372 Inexperienced 5918.0
## 1373 Inexperienced 5666.1
## 1374 Experienced 2346.3
## 1375 Inexperienced 19662.5
## 1376 Inexperienced 2675.2
## 1377 Inexperienced 5248.1
## 1378 Experienced 21077.1
## 1379 Inexperienced 5595.7
## 1380 Inexperienced 3149.3
## 1381 Inexperienced 6117.1
## 1382 Inexperienced 2358.4
## 1383 Inexperienced 3371.5
## 1384 Experienced 3091.0
## 1385 Experienced 10876.8
## 1386 Experienced 9490.8
## 1387 Experienced 3153.7
## 1388 Inexperienced 5910.3
## 1389 Inexperienced 7333.7
## 1390 Experienced 5503.3
## 1391 Inexperienced 2603.7
## 1392 Inexperienced 3143.8
## 1393 Experienced 5724.4
## 1394 Experienced 4515.5
## 1395 Inexperienced 10646.9
## 1396 Experienced 6178.7
## 1397 Inexperienced 11492.8
## 1398 Inexperienced 3186.7
## 1399 Experienced 6564.8
## 1400 Experienced 8261.0
## 1401 Inexperienced 3290.1
## 1402 Experienced 21599.6
## 1403 Inexperienced 1241.9
## 1404 Experienced 14675.1
## 1405 Experienced 4765.2
## 1406 Experienced 12134.1
## 1407 Inexperienced 4884.0
## 1408 Inexperienced 5078.7
## 1409 Inexperienced 2911.7
## 1410 Experienced 6955.3
## 1411 Experienced 6244.7
## 1412 Inexperienced 2405.7
## 1413 Experienced 4122.8
## 1414 Inexperienced 4374.7
## 1415 Experienced 9496.3
## 1416 Inexperienced 2208.8
## 1417 Experienced 4884.0
## 1418 Inexperienced 3373.7
## 1419 Inexperienced 5853.1
## 1420 Inexperienced 5951.0
## 1421 Inexperienced 3060.2
## 1422 Experienced 13152.7
## 1423 Inexperienced 2926.0
## 1424 Inexperienced 3712.5
## 1425 Experienced 5607.8
## 1426 Experienced 5365.8
## 1427 Inexperienced 3120.7
## 1428 Inexperienced 2646.6
## 1429 Inexperienced 2495.9
## 1430 Experienced 4518.8
## 1431 Experienced 14526.6
## 1432 Experienced 11464.2
## 1433 Experienced 15118.4
## 1434 Inexperienced 5397.7
## 1435 Experienced 3830.2
## 1436 Inexperienced 2679.6
## 1437 Inexperienced 2618.0
## 1438 Inexperienced 21374.1
## 1439 Inexperienced 1969.0
## 1440 Experienced 8408.4
## 1441 Inexperienced 5644.1
## 1442 Experienced 6936.6
## 1443 Inexperienced 5265.7
## 1444 Experienced 20768.0
## 1445 Experienced 2572.9
## 1446 Experienced 14927.0
## 1447 Experienced 7383.2
## 1448 Experienced 5946.6
## 1449 Experienced 9831.8
## 1450 Inexperienced 2682.9
## 1451 Inexperienced 9720.7
## 1452 Experienced 5877.3
## 1453 Inexperienced 7400.8
## 1454 Inexperienced 7317.2
## 1455 Inexperienced 5335.0
## 1456 Inexperienced 3089.9
## 1457 Inexperienced 6257.9
## 1458 Inexperienced 2201.1
## 1459 Inexperienced 3274.7
## 1460 Inexperienced 4427.5
## 1461 Experienced 4163.5
## 1462 Inexperienced 11939.4
## 1463 Experienced 13234.1
## 1464 Experienced 10929.6
## 1465 Inexperienced 3262.6
## 1466 Inexperienced 2828.1
## 1467 Experienced 10990.1
## 1468 Inexperienced 6756.2
## 1469 Experienced 5929.0
## 1470 Inexperienced 4844.4#Summary of the Number of Companies Worked column
summary_NumCompaniesWorked <- hr %>%
summarize(
MeanCompaniesWorked = mean(NumCompaniesWorked),
MedianCompaniesWorked = median(NumCompaniesWorked),
MinCompaniesWorked = min(NumCompaniesWorked),
MaxCompaniesWorked = max(NumCompaniesWorked),
SumCompaniesWorked = sum(NumCompaniesWorked)
)
print(summary_NumCompaniesWorked)## MeanCompaniesWorked MedianCompaniesWorked MinCompaniesWorked
## 1 2.693197 2 0
## MaxCompaniesWorked SumCompaniesWorked
## 1 9 3959#Plot with ggplot2
#Histogram of attrition by department
library(ggplot2)
hr <- data.frame(
Department = hr$Department,
Attrition = hr$Attrition
)
ggplot(hr, aes(x = Department, fill = Attrition)) +
geom_bar(position = "dodge") +
labs(x = "Department", y = "Count", fill = "Attrition") +
ggtitle("Attrition by Department")
#Plot with plotly
#Pie chart of gender
hr <- read.csv("HR Employee Attrition.csv")
library(plotly)##
## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
##
## last_plot## The following object is masked from 'package:stats':
##
## filter## The following object is masked from 'package:graphics':
##
## layoutpie_chart <- plot_ly(hr, labels = ~Gender, type = 'pie')
pie_chart <- pie_chart %>% layout(title = "Gender Distribution")
pie_chart